├── .github └── workflows │ ├── quality.yml │ └── tests.yml ├── .gitignore ├── .pre-commit-config.yaml ├── LICENSE ├── MANIFEST.in ├── Makefile ├── NOTICE.txt ├── README.md ├── docs ├── .htaccess ├── Makefile ├── _static │ ├── css │ │ └── custom.css │ ├── html │ │ └── models_en_sentence_embeddings.html │ └── js │ │ └── custom.js ├── _templates │ └── layout.html ├── conf.py ├── cross_encoder │ ├── loss_overview.md │ ├── pretrained_models.md │ ├── training │ │ └── examples.rst │ ├── training_overview.md │ └── usage │ │ ├── efficiency.rst │ │ └── usage.rst ├── img │ ├── 20news_semantic.png │ ├── 20news_top2vec.png │ ├── BiEncoder.png │ ├── Bi_vs_Cross-Encoder.png │ ├── CT.jpg │ ├── CrossEncoder.png │ ├── ImageSearch.png │ ├── InformationRetrieval.png │ ├── MLM.png │ ├── MultipleNegativeRankingLoss.png │ ├── SBERT_Architecture.png │ ├── SBERT_Siamese_Network.png │ ├── SBERT_SoftmaxLoss.png │ ├── SemanticSearch.png │ ├── SimCSE.png │ ├── TSDAE.png │ ├── adaptive_pre-training.png │ ├── augsbert-domain-transfer.png │ ├── augsbert-indomain.png │ ├── backends_benchmark_cpu.png │ ├── backends_benchmark_gpu.png │ ├── ce_backends_benchmark_cpu.png │ ├── ce_backends_benchmark_gpu.png │ ├── favicon.ico │ ├── gpl_architecture.png │ ├── gpl_negatives.jpg │ ├── gpl_overview.png │ ├── gpl_steps.png │ ├── hf-logo.svg │ ├── logo.png │ ├── logo.svg │ ├── logo.xcf │ ├── logo_org.png │ ├── monolingual-distillation.png │ ├── msmarco-training-ce-distillation.png │ ├── multilingual-distillation.png │ ├── query-generation.png │ ├── se_backends_benchmark_cpu.png │ └── se_backends_benchmark_gpu.png ├── installation.md ├── migration_guide.md ├── package_reference │ ├── cross_encoder │ │ ├── cross_encoder.md │ │ ├── evaluation.md │ │ ├── index.rst │ │ ├── losses.md │ │ ├── trainer.md │ │ └── training_args.md │ ├── sentence_transformer │ │ ├── SentenceTransformer.md │ │ ├── datasets.md │ │ ├── evaluation.md │ │ ├── index.rst │ │ ├── losses.md │ │ ├── models.md │ │ ├── quantization.md │ │ ├── sampler.md │ │ ├── trainer.md │ │ └── training_args.md │ ├── sparse_encoder │ │ ├── SparseEncoder.md │ │ ├── callbacks.md │ │ ├── evaluation.md │ │ ├── index.rst │ │ ├── losses.md │ │ ├── models.md │ │ ├── search_engines.md │ │ ├── trainer.md │ │ └── training_args.md │ └── util.md ├── pretrained-models │ ├── ce-msmarco.md │ ├── dpr.md │ ├── msmarco-v1.md │ ├── msmarco-v2.md │ ├── msmarco-v3.md │ ├── msmarco-v5.md │ ├── nli-models.md │ ├── nq-v1.md │ ├── sts-models.md │ └── wikipedia-sections-models.md ├── publications.md ├── quickstart.rst ├── requirements.txt ├── sentence_transformer │ ├── dataset_overview.md │ ├── loss_overview.md │ ├── pretrained_models.md │ ├── training │ │ ├── distributed.rst │ │ └── examples.rst │ ├── training_overview.md │ └── usage │ │ ├── backend_export_sidebar.rst │ │ ├── custom_models.rst │ │ ├── efficiency.rst │ │ ├── mteb_evaluation.md │ │ ├── semantic_textual_similarity.rst │ │ └── usage.rst └── sparse_encoder │ ├── loss_overview.md │ ├── pretrained_models.md │ ├── training │ └── examples.rst │ ├── training_overview.md │ └── usage │ ├── efficiency.rst │ └── usage.rst ├── examples ├── cross_encoder │ ├── applications │ │ ├── README.md │ │ ├── cross-encoder_reranking.py │ │ └── cross-encoder_usage.py │ └── training │ │ ├── README.md │ │ ├── distillation │ │ ├── README.md │ │ ├── train_cross_encoder_kd_margin_mse.py │ │ └── train_cross_encoder_kd_mse.py │ │ ├── ms_marco │ │ ├── README.md │ │ ├── eval_cross-encoder-trec-dl.py │ │ ├── training_ms_marco_bce.py │ │ ├── training_ms_marco_bce_preprocessed.py │ │ ├── training_ms_marco_cmnrl.py │ │ ├── training_ms_marco_lambda.py │ │ ├── training_ms_marco_lambda_hard_neg.py │ │ ├── training_ms_marco_lambda_preprocessed.py │ │ ├── training_ms_marco_listmle.py │ │ ├── training_ms_marco_listnet.py │ │ ├── training_ms_marco_plistmle.py │ │ └── training_ms_marco_ranknet.py │ │ ├── nli │ │ ├── README.md │ │ └── training_nli.py │ │ ├── quora_duplicate_questions │ │ ├── README.md │ │ └── training_quora_duplicate_questions.py │ │ ├── rerankers │ │ ├── README.md │ │ ├── training_gooaq_bce.py │ │ ├── training_gooaq_cmnrl.py │ │ ├── training_gooaq_lambda.py │ │ └── training_nq_bce.py │ │ └── sts │ │ ├── README.md │ │ └── training_stsbenchmark.py ├── sentence_transformer │ ├── README.md │ ├── applications │ │ ├── README.md │ │ ├── clustering │ │ │ ├── README.md │ │ │ ├── agglomerative.py │ │ │ ├── fast_clustering.py │ │ │ └── kmeans.py │ │ ├── computing-embeddings │ │ │ ├── README.rst │ │ │ ├── computing_embeddings.py │ │ │ ├── computing_embeddings_multi_gpu.py │ │ │ └── computing_embeddings_streaming.py │ │ ├── embedding-quantization │ │ │ ├── README.md │ │ │ ├── semantic_search_faiss.py │ │ │ ├── semantic_search_faiss_benchmark.py │ │ │ ├── semantic_search_recommended.py │ │ │ ├── semantic_search_usearch.py │ │ │ └── semantic_search_usearch_benchmark.py │ │ ├── image-search │ │ │ ├── Image_Classification.ipynb │ │ │ ├── Image_Clustering.ipynb │ │ │ ├── Image_Duplicates.ipynb │ │ │ ├── Image_Search-multilingual.ipynb │ │ │ ├── Image_Search.ipynb │ │ │ ├── README.md │ │ │ ├── cat.jpg │ │ │ ├── eiffel-tower-day.jpg │ │ │ ├── eiffel-tower-night.jpg │ │ │ ├── example.py │ │ │ └── two_dogs_in_snow.jpg │ │ ├── parallel-sentence-mining │ │ │ ├── README.md │ │ │ ├── bitext_mining.py │ │ │ ├── bitext_mining_utils.py │ │ │ └── bucc2018.py │ │ ├── paraphrase-mining │ │ │ └── README.md │ │ ├── retrieve_rerank │ │ │ ├── README.md │ │ │ ├── in_document_search_crossencoder.py │ │ │ └── retrieve_rerank_simple_wikipedia.ipynb │ │ ├── semantic-search │ │ │ ├── README.md │ │ │ ├── semantic_search.py │ │ │ ├── semantic_search_nq_opensearch.py │ │ │ ├── semantic_search_publications.py │ │ │ ├── semantic_search_quora_annoy.py │ │ │ ├── semantic_search_quora_elasticsearch.py │ │ │ ├── semantic_search_quora_faiss.py │ │ │ ├── semantic_search_quora_hnswlib.py │ │ │ ├── semantic_search_quora_pytorch.py │ │ │ └── semantic_search_wikipedia_qa.py │ │ └── text-summarization │ │ │ ├── LexRank.py │ │ │ ├── README.md │ │ │ └── text-summarization.py │ ├── domain_adaptation │ │ └── README.md │ ├── evaluation │ │ ├── evaluation_inference_speed.py │ │ ├── evaluation_stsbenchmark.py │ │ └── evaluation_translation_matching.py │ ├── training │ │ ├── README.md │ │ ├── adaptive_layer │ │ │ ├── README.md │ │ │ ├── adaptive_layer_nli.py │ │ │ └── adaptive_layer_sts.py │ │ ├── avg_word_embeddings │ │ │ ├── training_stsbenchmark_avg_word_embeddings.py │ │ │ ├── training_stsbenchmark_bilstm.py │ │ │ ├── training_stsbenchmark_bow.py │ │ │ ├── training_stsbenchmark_cnn.py │ │ │ └── training_stsbenchmark_tf-idf_word_embeddings.py │ │ ├── clip │ │ │ └── train_clip.ipynb │ │ ├── data_augmentation │ │ │ ├── README.md │ │ │ ├── train_sts_indomain_bm25.py │ │ │ ├── train_sts_indomain_nlpaug.py │ │ │ ├── train_sts_indomain_semantic.py │ │ │ ├── train_sts_qqp_crossdomain.py │ │ │ └── train_sts_seed_optimization.py │ │ ├── distillation │ │ │ ├── README.md │ │ │ ├── dimensionality_reduction.py │ │ │ ├── model_distillation.py │ │ │ ├── model_distillation_layer_reduction.py │ │ │ └── model_quantization.py │ │ ├── hpo │ │ │ ├── README.rst │ │ │ └── hpo_nli.py │ │ ├── matryoshka │ │ │ ├── 2d_matryoshka_nli.py │ │ │ ├── 2d_matryoshka_sts.py │ │ │ ├── README.md │ │ │ ├── matryoshka_eval_stsb.py │ │ │ ├── matryoshka_nli.py │ │ │ ├── matryoshka_nli_reduced_dim.py │ │ │ └── matryoshka_sts.py │ │ ├── ms_marco │ │ │ ├── README.md │ │ │ ├── eval_msmarco.py │ │ │ ├── multilingual │ │ │ │ ├── README.md │ │ │ │ └── translate_queries.py │ │ │ ├── train-kldiv.py │ │ │ ├── train-margin-mse.py │ │ │ ├── train_bi-encoder_margin-mse.py │ │ │ └── train_bi-encoder_mnrl.py │ │ ├── multilingual │ │ │ ├── README.md │ │ │ ├── get_parallel_data_opus.py │ │ │ ├── get_parallel_data_talks.py │ │ │ ├── get_parallel_data_tatoeba.py │ │ │ ├── get_parallel_data_wikimatrix.py │ │ │ └── make_multilingual.py │ │ ├── nli │ │ │ ├── README.md │ │ │ ├── training_nli.py │ │ │ ├── training_nli_v2.py │ │ │ └── training_nli_v3.py │ │ ├── other │ │ │ ├── training_batch_hard_trec.py │ │ │ ├── training_multi-task.py │ │ │ └── training_wikipedia_sections.py │ │ ├── paraphrases │ │ │ ├── README.md │ │ │ └── training.py │ │ ├── peft │ │ │ ├── README.md │ │ │ └── training_gooaq_lora.py │ │ ├── prompts │ │ │ ├── README.md │ │ │ └── training_nq_prompts.py │ │ ├── quora_duplicate_questions │ │ │ ├── README.md │ │ │ ├── application_duplicate_questions_mining.py │ │ │ ├── create_splits.py │ │ │ ├── training_MultipleNegativesRankingLoss.py │ │ │ ├── training_OnlineContrastiveLoss.py │ │ │ └── training_multi-task-learning.py │ │ └── sts │ │ │ ├── README.md │ │ │ ├── training_stsbenchmark.py │ │ │ └── training_stsbenchmark_continue_training.py │ └── unsupervised_learning │ │ ├── CT │ │ ├── README.md │ │ ├── train_askubuntu_ct.py │ │ ├── train_ct_from_file.py │ │ └── train_stsb_ct.py │ │ ├── CT_In-Batch_Negatives │ │ ├── README.md │ │ ├── train_askubuntu_ct-improved.py │ │ ├── train_ct-improved_from_file.py │ │ └── train_stsb_ct-improved.py │ │ ├── MLM │ │ ├── README.md │ │ └── train_mlm.py │ │ ├── README.md │ │ ├── SimCSE │ │ ├── README.md │ │ ├── train_askubuntu_simcse.py │ │ ├── train_simcse_from_file.py │ │ └── train_stsb_simcse.py │ │ ├── TSDAE │ │ ├── README.md │ │ ├── eval_askubuntu.py │ │ ├── train_askubuntu_tsdae.py │ │ ├── train_stsb_tsdae.py │ │ └── train_tsdae_from_file.py │ │ └── query_generation │ │ ├── 1_programming_query_generation.py │ │ ├── 2_programming_train_bi-encoder.py │ │ ├── 3_programming_semantic_search.py │ │ ├── README.md │ │ └── example_query_generation.py └── sparse_encoder │ ├── applications │ ├── README.md │ ├── computing_embeddings │ │ ├── README.rst │ │ └── compute_embeddings.py │ ├── retrieve_rerank │ │ ├── README.md │ │ ├── hybrid_search.py │ │ └── retrieve_rerank_simple_wikipedia.ipynb │ ├── semantic_search │ │ ├── README.md │ │ ├── semantic_search_elasticsearch.py │ │ ├── semantic_search_manual.py │ │ ├── semantic_search_opensearch.py │ │ ├── semantic_search_qdrant.py │ │ ├── semantic_search_seismic.py │ │ └── semantic_search_splade_index.py │ └── semantic_textual_similarity │ │ ├── README.md │ │ └── semantic_textual_similarity.py │ ├── evaluation │ ├── README.md │ ├── sparse_classification_evaluator.py │ ├── sparse_mse_evaluator.py │ ├── sparse_nanobeir_advanced_evaluator.py │ ├── sparse_nanobeir_evaluator.py │ ├── sparse_reranking_evaluator.py │ ├── sparse_retrieval_evaluator.py │ ├── sparse_similarity_evaluator.py │ ├── sparse_translation_evaluator.py │ └── sparse_triplet_evaluator.py │ └── training │ ├── README.md │ ├── distillation │ ├── README.md │ └── train_splade_msmarco_margin_mse.py │ ├── ms_marco │ ├── README.md │ └── train_splade_msmarco_mnrl.py │ ├── nli │ ├── README.md │ └── train_splade_nli.py │ ├── peft │ └── train_splade_gooaq_peft.py │ ├── quora_duplicate_questions │ ├── README.md │ └── training_splade_quora.py │ ├── retrievers │ ├── README.md │ ├── train_csr_nq.py │ ├── train_splade_gooaq.py │ └── train_splade_nq.py │ └── sts │ ├── README.md │ └── train_splade_stsbenchmark.py ├── index.rst ├── pyproject.toml ├── sentence_transformers ├── LoggingHandler.py ├── SentenceTransformer.py ├── __init__.py ├── backend │ ├── __init__.py │ ├── load.py │ ├── optimize.py │ ├── quantize.py │ └── utils.py ├── cross_encoder │ ├── CrossEncoder.py │ ├── __init__.py │ ├── data_collator.py │ ├── evaluation │ │ ├── __init__.py │ │ ├── classification.py │ │ ├── correlation.py │ │ ├── deprecated.py │ │ ├── nano_beir.py │ │ └── reranking.py │ ├── fit_mixin.py │ ├── losses │ │ ├── BinaryCrossEntropyLoss.py │ │ ├── CachedMultipleNegativesRankingLoss.py │ │ ├── CrossEntropyLoss.py │ │ ├── LambdaLoss.py │ │ ├── ListMLELoss.py │ │ ├── ListNetLoss.py │ │ ├── MSELoss.py │ │ ├── MarginMSELoss.py │ │ ├── MultipleNegativesRankingLoss.py │ │ ├── PListMLELoss.py │ │ ├── RankNetLoss.py │ │ └── __init__.py │ ├── model_card.py │ ├── model_card_template.md │ ├── trainer.py │ ├── training_args.py │ └── util.py ├── data_collator.py ├── datasets │ ├── DenoisingAutoEncoderDataset.py │ ├── NoDuplicatesDataLoader.py │ ├── ParallelSentencesDataset.py │ ├── SentenceLabelDataset.py │ ├── SentencesDataset.py │ └── __init__.py ├── evaluation │ ├── BinaryClassificationEvaluator.py │ ├── EmbeddingSimilarityEvaluator.py │ ├── InformationRetrievalEvaluator.py │ ├── LabelAccuracyEvaluator.py │ ├── MSEEvaluator.py │ ├── MSEEvaluatorFromDataFrame.py │ ├── NanoBEIREvaluator.py │ ├── ParaphraseMiningEvaluator.py │ ├── RerankingEvaluator.py │ ├── SentenceEvaluator.py │ ├── SequentialEvaluator.py │ ├── SimilarityFunction.py │ ├── TranslationEvaluator.py │ ├── TripletEvaluator.py │ └── __init__.py ├── fit_mixin.py ├── losses │ ├── AdaptiveLayerLoss.py │ ├── AnglELoss.py │ ├── BatchAllTripletLoss.py │ ├── BatchHardSoftMarginTripletLoss.py │ ├── BatchHardTripletLoss.py │ ├── BatchSemiHardTripletLoss.py │ ├── CachedGISTEmbedLoss.py │ ├── CachedMultipleNegativesRankingLoss.py │ ├── CachedMultipleNegativesSymmetricRankingLoss.py │ ├── CoSENTLoss.py │ ├── ContrastiveLoss.py │ ├── ContrastiveTensionLoss.py │ ├── CosineSimilarityLoss.py │ ├── DenoisingAutoEncoderLoss.py │ ├── DistillKLDivLoss.py │ ├── GISTEmbedLoss.py │ ├── MSELoss.py │ ├── MarginMSELoss.py │ ├── Matryoshka2dLoss.py │ ├── MatryoshkaLoss.py │ ├── MegaBatchMarginLoss.py │ ├── MultipleNegativesRankingLoss.py │ ├── MultipleNegativesSymmetricRankingLoss.py │ ├── OnlineContrastiveLoss.py │ ├── SoftmaxLoss.py │ ├── TripletLoss.py │ └── __init__.py ├── model_card.py ├── model_card_template.md ├── model_card_templates.py ├── models │ ├── BoW.py │ ├── CLIPModel.py │ ├── CNN.py │ ├── Dense.py │ ├── Dropout.py │ ├── InputModule.py │ ├── LSTM.py │ ├── LayerNorm.py │ ├── Module.py │ ├── Normalize.py │ ├── Pooling.py │ ├── Router.py │ ├── StaticEmbedding.py │ ├── Transformer.py │ ├── WeightedLayerPooling.py │ ├── WordEmbeddings.py │ ├── WordWeights.py │ ├── __init__.py │ └── tokenizer │ │ ├── PhraseTokenizer.py │ │ ├── WhitespaceTokenizer.py │ │ ├── WordTokenizer.py │ │ └── __init__.py ├── peft_mixin.py ├── py.typed ├── quantization.py ├── readers │ ├── InputExample.py │ ├── LabelSentenceReader.py │ ├── NLIDataReader.py │ ├── PairedFilesReader.py │ ├── STSDataReader.py │ ├── TripletReader.py │ └── __init__.py ├── sampler.py ├── similarity_functions.py ├── sparse_encoder │ ├── SparseEncoder.py │ ├── __init__.py │ ├── callbacks │ │ ├── __init__.py │ │ └── splade_callbacks.py │ ├── data_collator.py │ ├── evaluation │ │ ├── ReciprocalRankFusionEvaluator.py │ │ ├── SparseBinaryClassificationEvaluator.py │ │ ├── SparseEmbeddingSimilarityEvaluator.py │ │ ├── SparseInformationRetrievalEvaluator.py │ │ ├── SparseMSEEvaluator.py │ │ ├── SparseNanoBEIREvaluator.py │ │ ├── SparseRerankingEvaluator.py │ │ ├── SparseTranslationEvaluator.py │ │ ├── SparseTripletEvaluator.py │ │ └── __init__.py │ ├── losses │ │ ├── CSRLoss.py │ │ ├── FlopsLoss.py │ │ ├── SparseAnglELoss.py │ │ ├── SparseCoSENTLoss.py │ │ ├── SparseCosineSimilarityLoss.py │ │ ├── SparseDistillKLDivLoss.py │ │ ├── SparseMSELoss.py │ │ ├── SparseMarginMSELoss.py │ │ ├── SparseMultipleNegativesRankingLoss.py │ │ ├── SparseTripletLoss.py │ │ ├── SpladeLoss.py │ │ └── __init__.py │ ├── model_card.py │ ├── model_card_template.md │ ├── models │ │ ├── MLMTransformer.py │ │ ├── SparseAutoEncoder.py │ │ ├── SparseStaticEmbedding.py │ │ ├── SpladePooling.py │ │ └── __init__.py │ ├── search_engines.py │ ├── trainer.py │ └── training_args.py ├── trainer.py ├── training_args.py └── util │ ├── __init__.py │ ├── decorators.py │ ├── distributed.py │ ├── environment.py │ ├── file_io.py │ ├── hard_negatives.py │ ├── misc.py │ ├── retrieval.py │ ├── similarity.py │ └── tensor.py └── tests ├── __init__.py ├── conftest.py ├── cross_encoder ├── __init__.py ├── conftest.py ├── test_backends.py ├── test_cross_encoder.py ├── test_deprecated_imports.py ├── test_model_card.py ├── test_multi_process.py ├── test_pretrained.py ├── test_train_stsb.py └── test_trainer.py ├── evaluation ├── test_binary_classification_evaluator.py ├── test_information_retrieval_evaluator.py ├── test_label_accuracy_evaluator.py ├── test_nanobeir_evaluator.py ├── test_paraphrase_mining_evaluator.py └── test_triplet_evaluator.py ├── losses └── test_MatryoshkaLoss.py ├── models ├── __init__.py ├── test_dense.py ├── test_router.py └── test_static_embedding.py ├── samplers ├── test_group_by_label_batch_sampler.py ├── test_no_duplicates_batch_sampler.py └── test_round_robin_batch_sampler.py ├── sparse_encoder ├── __init__.py ├── conftest.py ├── models │ ├── __init__.py │ ├── test_csr.py │ └── test_sparse_static_embedding.py ├── test_backends.py ├── test_model_card.py ├── test_multi_process.py ├── test_opensearch_models.py ├── test_pretrained.py ├── test_sparse_encoder.py ├── test_train_stsb.py ├── test_trainer.py └── utils.py ├── test_backends.py ├── test_cmnrl.py ├── test_compute_embeddings.py ├── test_custom_models.py ├── test_image_embeddings.py ├── test_model_card.py ├── test_model_card_data.py ├── test_multi_process.py ├── test_pretrained_stsb.py ├── test_sentence_transformer.py ├── test_train_stsb.py ├── test_trainer.py ├── test_training_args.py ├── util ├── test_hard_negatives.py ├── test_import.py ├── test_retrieval.py ├── test_similarity.py └── test_tensor.py └── utils.py /.github/workflows/quality.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/.github/workflows/quality.yml -------------------------------------------------------------------------------- /.github/workflows/tests.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/.github/workflows/tests.yml -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/.gitignore -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/.pre-commit-config.yaml -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/LICENSE -------------------------------------------------------------------------------- /MANIFEST.in: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/MANIFEST.in -------------------------------------------------------------------------------- /Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/Makefile -------------------------------------------------------------------------------- /NOTICE.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/NOTICE.txt -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/README.md -------------------------------------------------------------------------------- /docs/.htaccess: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/.htaccess -------------------------------------------------------------------------------- /docs/Makefile: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/Makefile -------------------------------------------------------------------------------- /docs/_static/css/custom.css: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/_static/css/custom.css -------------------------------------------------------------------------------- /docs/_static/html/models_en_sentence_embeddings.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/_static/html/models_en_sentence_embeddings.html -------------------------------------------------------------------------------- /docs/_static/js/custom.js: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/_static/js/custom.js -------------------------------------------------------------------------------- /docs/_templates/layout.html: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/_templates/layout.html -------------------------------------------------------------------------------- /docs/conf.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/conf.py -------------------------------------------------------------------------------- /docs/cross_encoder/loss_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/cross_encoder/loss_overview.md -------------------------------------------------------------------------------- /docs/cross_encoder/pretrained_models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/cross_encoder/pretrained_models.md -------------------------------------------------------------------------------- /docs/cross_encoder/training/examples.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/cross_encoder/training/examples.rst -------------------------------------------------------------------------------- /docs/cross_encoder/training_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/cross_encoder/training_overview.md -------------------------------------------------------------------------------- /docs/cross_encoder/usage/efficiency.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/cross_encoder/usage/efficiency.rst -------------------------------------------------------------------------------- /docs/cross_encoder/usage/usage.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/cross_encoder/usage/usage.rst -------------------------------------------------------------------------------- /docs/img/20news_semantic.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/20news_semantic.png -------------------------------------------------------------------------------- /docs/img/20news_top2vec.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/20news_top2vec.png -------------------------------------------------------------------------------- /docs/img/BiEncoder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/BiEncoder.png -------------------------------------------------------------------------------- /docs/img/Bi_vs_Cross-Encoder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/Bi_vs_Cross-Encoder.png -------------------------------------------------------------------------------- /docs/img/CT.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/CT.jpg -------------------------------------------------------------------------------- /docs/img/CrossEncoder.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/CrossEncoder.png -------------------------------------------------------------------------------- /docs/img/ImageSearch.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/ImageSearch.png -------------------------------------------------------------------------------- /docs/img/InformationRetrieval.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/InformationRetrieval.png -------------------------------------------------------------------------------- /docs/img/MLM.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/MLM.png -------------------------------------------------------------------------------- /docs/img/MultipleNegativeRankingLoss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/MultipleNegativeRankingLoss.png -------------------------------------------------------------------------------- /docs/img/SBERT_Architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/SBERT_Architecture.png -------------------------------------------------------------------------------- /docs/img/SBERT_Siamese_Network.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/SBERT_Siamese_Network.png -------------------------------------------------------------------------------- /docs/img/SBERT_SoftmaxLoss.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/SBERT_SoftmaxLoss.png -------------------------------------------------------------------------------- /docs/img/SemanticSearch.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/SemanticSearch.png -------------------------------------------------------------------------------- /docs/img/SimCSE.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/SimCSE.png -------------------------------------------------------------------------------- /docs/img/TSDAE.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/TSDAE.png -------------------------------------------------------------------------------- /docs/img/adaptive_pre-training.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/adaptive_pre-training.png -------------------------------------------------------------------------------- /docs/img/augsbert-domain-transfer.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/augsbert-domain-transfer.png -------------------------------------------------------------------------------- /docs/img/augsbert-indomain.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/augsbert-indomain.png -------------------------------------------------------------------------------- /docs/img/backends_benchmark_cpu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/backends_benchmark_cpu.png -------------------------------------------------------------------------------- /docs/img/backends_benchmark_gpu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/backends_benchmark_gpu.png -------------------------------------------------------------------------------- /docs/img/ce_backends_benchmark_cpu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/ce_backends_benchmark_cpu.png -------------------------------------------------------------------------------- /docs/img/ce_backends_benchmark_gpu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/ce_backends_benchmark_gpu.png -------------------------------------------------------------------------------- /docs/img/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/favicon.ico -------------------------------------------------------------------------------- /docs/img/gpl_architecture.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/gpl_architecture.png -------------------------------------------------------------------------------- /docs/img/gpl_negatives.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/gpl_negatives.jpg -------------------------------------------------------------------------------- /docs/img/gpl_overview.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/gpl_overview.png -------------------------------------------------------------------------------- /docs/img/gpl_steps.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/gpl_steps.png -------------------------------------------------------------------------------- /docs/img/hf-logo.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/hf-logo.svg -------------------------------------------------------------------------------- /docs/img/logo.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/logo.png -------------------------------------------------------------------------------- /docs/img/logo.svg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/logo.svg -------------------------------------------------------------------------------- /docs/img/logo.xcf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/logo.xcf -------------------------------------------------------------------------------- /docs/img/logo_org.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/logo_org.png -------------------------------------------------------------------------------- /docs/img/monolingual-distillation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/monolingual-distillation.png -------------------------------------------------------------------------------- /docs/img/msmarco-training-ce-distillation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/msmarco-training-ce-distillation.png -------------------------------------------------------------------------------- /docs/img/multilingual-distillation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/multilingual-distillation.png -------------------------------------------------------------------------------- /docs/img/query-generation.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/query-generation.png -------------------------------------------------------------------------------- /docs/img/se_backends_benchmark_cpu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/se_backends_benchmark_cpu.png -------------------------------------------------------------------------------- /docs/img/se_backends_benchmark_gpu.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/img/se_backends_benchmark_gpu.png -------------------------------------------------------------------------------- /docs/installation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/installation.md -------------------------------------------------------------------------------- /docs/migration_guide.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/migration_guide.md -------------------------------------------------------------------------------- /docs/package_reference/cross_encoder/cross_encoder.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/cross_encoder/cross_encoder.md -------------------------------------------------------------------------------- /docs/package_reference/cross_encoder/evaluation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/cross_encoder/evaluation.md -------------------------------------------------------------------------------- /docs/package_reference/cross_encoder/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/cross_encoder/index.rst -------------------------------------------------------------------------------- /docs/package_reference/cross_encoder/losses.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/cross_encoder/losses.md -------------------------------------------------------------------------------- /docs/package_reference/cross_encoder/trainer.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/cross_encoder/trainer.md -------------------------------------------------------------------------------- /docs/package_reference/cross_encoder/training_args.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/cross_encoder/training_args.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/SentenceTransformer.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/SentenceTransformer.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/datasets.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/datasets.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/evaluation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/evaluation.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/index.rst -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/losses.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/losses.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/models.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/quantization.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/quantization.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/sampler.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/sampler.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/trainer.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/trainer.md -------------------------------------------------------------------------------- /docs/package_reference/sentence_transformer/training_args.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sentence_transformer/training_args.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/SparseEncoder.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/SparseEncoder.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/callbacks.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/callbacks.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/evaluation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/evaluation.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/index.rst -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/losses.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/losses.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/models.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/search_engines.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/search_engines.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/trainer.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/trainer.md -------------------------------------------------------------------------------- /docs/package_reference/sparse_encoder/training_args.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/sparse_encoder/training_args.md -------------------------------------------------------------------------------- /docs/package_reference/util.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/package_reference/util.md -------------------------------------------------------------------------------- /docs/pretrained-models/ce-msmarco.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/ce-msmarco.md -------------------------------------------------------------------------------- /docs/pretrained-models/dpr.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/dpr.md -------------------------------------------------------------------------------- /docs/pretrained-models/msmarco-v1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/msmarco-v1.md -------------------------------------------------------------------------------- /docs/pretrained-models/msmarco-v2.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/msmarco-v2.md -------------------------------------------------------------------------------- /docs/pretrained-models/msmarco-v3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/msmarco-v3.md -------------------------------------------------------------------------------- /docs/pretrained-models/msmarco-v5.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/msmarco-v5.md -------------------------------------------------------------------------------- /docs/pretrained-models/nli-models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/nli-models.md -------------------------------------------------------------------------------- /docs/pretrained-models/nq-v1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/nq-v1.md -------------------------------------------------------------------------------- /docs/pretrained-models/sts-models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/sts-models.md -------------------------------------------------------------------------------- /docs/pretrained-models/wikipedia-sections-models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/pretrained-models/wikipedia-sections-models.md -------------------------------------------------------------------------------- /docs/publications.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/publications.md -------------------------------------------------------------------------------- /docs/quickstart.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/quickstart.rst -------------------------------------------------------------------------------- /docs/requirements.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/requirements.txt -------------------------------------------------------------------------------- /docs/sentence_transformer/dataset_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/dataset_overview.md -------------------------------------------------------------------------------- /docs/sentence_transformer/loss_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/loss_overview.md -------------------------------------------------------------------------------- /docs/sentence_transformer/pretrained_models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/pretrained_models.md -------------------------------------------------------------------------------- /docs/sentence_transformer/training/distributed.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/training/distributed.rst -------------------------------------------------------------------------------- /docs/sentence_transformer/training/examples.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/training/examples.rst -------------------------------------------------------------------------------- /docs/sentence_transformer/training_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/training_overview.md -------------------------------------------------------------------------------- /docs/sentence_transformer/usage/backend_export_sidebar.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/usage/backend_export_sidebar.rst -------------------------------------------------------------------------------- /docs/sentence_transformer/usage/custom_models.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/usage/custom_models.rst -------------------------------------------------------------------------------- /docs/sentence_transformer/usage/efficiency.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/usage/efficiency.rst -------------------------------------------------------------------------------- /docs/sentence_transformer/usage/mteb_evaluation.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/usage/mteb_evaluation.md -------------------------------------------------------------------------------- /docs/sentence_transformer/usage/semantic_textual_similarity.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/usage/semantic_textual_similarity.rst -------------------------------------------------------------------------------- /docs/sentence_transformer/usage/usage.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sentence_transformer/usage/usage.rst -------------------------------------------------------------------------------- /docs/sparse_encoder/loss_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sparse_encoder/loss_overview.md -------------------------------------------------------------------------------- /docs/sparse_encoder/pretrained_models.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sparse_encoder/pretrained_models.md -------------------------------------------------------------------------------- /docs/sparse_encoder/training/examples.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sparse_encoder/training/examples.rst -------------------------------------------------------------------------------- /docs/sparse_encoder/training_overview.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sparse_encoder/training_overview.md -------------------------------------------------------------------------------- /docs/sparse_encoder/usage/efficiency.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sparse_encoder/usage/efficiency.rst -------------------------------------------------------------------------------- /docs/sparse_encoder/usage/usage.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/docs/sparse_encoder/usage/usage.rst -------------------------------------------------------------------------------- /examples/cross_encoder/applications/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/applications/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/applications/cross-encoder_reranking.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/applications/cross-encoder_reranking.py -------------------------------------------------------------------------------- /examples/cross_encoder/applications/cross-encoder_usage.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/applications/cross-encoder_usage.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/distillation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/distillation/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/distillation/train_cross_encoder_kd_margin_mse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/distillation/train_cross_encoder_kd_margin_mse.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/distillation/train_cross_encoder_kd_mse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/distillation/train_cross_encoder_kd_mse.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/eval_cross-encoder-trec-dl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/eval_cross-encoder-trec-dl.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_bce.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_bce.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_bce_preprocessed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_bce_preprocessed.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_cmnrl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_cmnrl.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_lambda.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_lambda_hard_neg.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_lambda_hard_neg.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_lambda_preprocessed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_lambda_preprocessed.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_listmle.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_listmle.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_listnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_listnet.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_plistmle.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_plistmle.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/ms_marco/training_ms_marco_ranknet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/ms_marco/training_ms_marco_ranknet.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/nli/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/nli/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/nli/training_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/nli/training_nli.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/quora_duplicate_questions/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/quora_duplicate_questions/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/quora_duplicate_questions/training_quora_duplicate_questions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/quora_duplicate_questions/training_quora_duplicate_questions.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/rerankers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/rerankers/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/rerankers/training_gooaq_bce.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/rerankers/training_gooaq_bce.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/rerankers/training_gooaq_cmnrl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/rerankers/training_gooaq_cmnrl.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/rerankers/training_gooaq_lambda.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/rerankers/training_gooaq_lambda.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/rerankers/training_nq_bce.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/rerankers/training_nq_bce.py -------------------------------------------------------------------------------- /examples/cross_encoder/training/sts/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/sts/README.md -------------------------------------------------------------------------------- /examples/cross_encoder/training/sts/training_stsbenchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/cross_encoder/training/sts/training_stsbenchmark.py -------------------------------------------------------------------------------- /examples/sentence_transformer/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/clustering/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/clustering/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/clustering/agglomerative.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/clustering/agglomerative.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/clustering/fast_clustering.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/clustering/fast_clustering.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/clustering/kmeans.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/clustering/kmeans.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/computing-embeddings/README.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/computing-embeddings/README.rst -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/computing-embeddings/computing_embeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/computing-embeddings/computing_embeddings.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/computing-embeddings/computing_embeddings_multi_gpu.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/computing-embeddings/computing_embeddings_multi_gpu.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/computing-embeddings/computing_embeddings_streaming.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/computing-embeddings/computing_embeddings_streaming.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/embedding-quantization/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/embedding-quantization/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/embedding-quantization/semantic_search_faiss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/embedding-quantization/semantic_search_faiss.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/embedding-quantization/semantic_search_faiss_benchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/embedding-quantization/semantic_search_faiss_benchmark.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/embedding-quantization/semantic_search_recommended.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/embedding-quantization/semantic_search_recommended.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/embedding-quantization/semantic_search_usearch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/embedding-quantization/semantic_search_usearch.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/embedding-quantization/semantic_search_usearch_benchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/embedding-quantization/semantic_search_usearch_benchmark.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/Image_Classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/Image_Classification.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/Image_Clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/Image_Clustering.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/Image_Duplicates.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/Image_Duplicates.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/Image_Search-multilingual.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/Image_Search-multilingual.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/Image_Search.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/Image_Search.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/cat.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/cat.jpg -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/eiffel-tower-day.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/eiffel-tower-day.jpg -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/eiffel-tower-night.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/eiffel-tower-night.jpg -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/example.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/example.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/image-search/two_dogs_in_snow.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/image-search/two_dogs_in_snow.jpg -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/parallel-sentence-mining/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/parallel-sentence-mining/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/parallel-sentence-mining/bitext_mining.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/parallel-sentence-mining/bitext_mining.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/parallel-sentence-mining/bitext_mining_utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/parallel-sentence-mining/bitext_mining_utils.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/parallel-sentence-mining/bucc2018.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/parallel-sentence-mining/bucc2018.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/paraphrase-mining/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/paraphrase-mining/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/retrieve_rerank/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/retrieve_rerank/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/retrieve_rerank/in_document_search_crossencoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/retrieve_rerank/in_document_search_crossencoder.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/retrieve_rerank/retrieve_rerank_simple_wikipedia.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/retrieve_rerank/retrieve_rerank_simple_wikipedia.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_nq_opensearch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_nq_opensearch.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_publications.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_publications.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_quora_annoy.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_quora_annoy.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_quora_elasticsearch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_quora_elasticsearch.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_quora_faiss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_quora_faiss.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_quora_hnswlib.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_quora_hnswlib.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_quora_pytorch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_quora_pytorch.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/semantic-search/semantic_search_wikipedia_qa.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/semantic-search/semantic_search_wikipedia_qa.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/text-summarization/LexRank.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/text-summarization/LexRank.py -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/text-summarization/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/text-summarization/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/applications/text-summarization/text-summarization.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/applications/text-summarization/text-summarization.py -------------------------------------------------------------------------------- /examples/sentence_transformer/domain_adaptation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/domain_adaptation/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/evaluation/evaluation_inference_speed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/evaluation/evaluation_inference_speed.py -------------------------------------------------------------------------------- /examples/sentence_transformer/evaluation/evaluation_stsbenchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/evaluation/evaluation_stsbenchmark.py -------------------------------------------------------------------------------- /examples/sentence_transformer/evaluation/evaluation_translation_matching.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/evaluation/evaluation_translation_matching.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/adaptive_layer/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/adaptive_layer/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/adaptive_layer/adaptive_layer_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/adaptive_layer/adaptive_layer_nli.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/adaptive_layer/adaptive_layer_sts.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/adaptive_layer/adaptive_layer_sts.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_avg_word_embeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_avg_word_embeddings.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_bilstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_bilstm.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_bow.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_bow.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_cnn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_cnn.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_tf-idf_word_embeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/avg_word_embeddings/training_stsbenchmark_tf-idf_word_embeddings.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/clip/train_clip.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/clip/train_clip.ipynb -------------------------------------------------------------------------------- /examples/sentence_transformer/training/data_augmentation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/data_augmentation/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/data_augmentation/train_sts_indomain_bm25.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/data_augmentation/train_sts_indomain_bm25.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/data_augmentation/train_sts_indomain_nlpaug.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/data_augmentation/train_sts_indomain_nlpaug.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/data_augmentation/train_sts_indomain_semantic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/data_augmentation/train_sts_indomain_semantic.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/data_augmentation/train_sts_qqp_crossdomain.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/data_augmentation/train_sts_qqp_crossdomain.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/data_augmentation/train_sts_seed_optimization.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/data_augmentation/train_sts_seed_optimization.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/distillation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/distillation/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/distillation/dimensionality_reduction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/distillation/dimensionality_reduction.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/distillation/model_distillation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/distillation/model_distillation.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/distillation/model_distillation_layer_reduction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/distillation/model_distillation_layer_reduction.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/distillation/model_quantization.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/distillation/model_quantization.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/hpo/README.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/hpo/README.rst -------------------------------------------------------------------------------- /examples/sentence_transformer/training/hpo/hpo_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/hpo/hpo_nli.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/2d_matryoshka_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/2d_matryoshka_nli.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/2d_matryoshka_sts.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/2d_matryoshka_sts.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/matryoshka_eval_stsb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/matryoshka_eval_stsb.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/matryoshka_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/matryoshka_nli.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/matryoshka_nli_reduced_dim.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/matryoshka_nli_reduced_dim.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/matryoshka/matryoshka_sts.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/matryoshka/matryoshka_sts.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/eval_msmarco.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/eval_msmarco.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/multilingual/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/multilingual/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/multilingual/translate_queries.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/multilingual/translate_queries.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/train-kldiv.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/train-kldiv.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/train-margin-mse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/train-margin-mse.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/train_bi-encoder_margin-mse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/train_bi-encoder_margin-mse.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/ms_marco/train_bi-encoder_mnrl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/ms_marco/train_bi-encoder_mnrl.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/multilingual/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/multilingual/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/multilingual/get_parallel_data_opus.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/multilingual/get_parallel_data_opus.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/multilingual/get_parallel_data_talks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/multilingual/get_parallel_data_talks.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/multilingual/get_parallel_data_tatoeba.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/multilingual/get_parallel_data_tatoeba.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/multilingual/get_parallel_data_wikimatrix.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/multilingual/get_parallel_data_wikimatrix.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/multilingual/make_multilingual.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/multilingual/make_multilingual.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/nli/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/nli/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/nli/training_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/nli/training_nli.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/nli/training_nli_v2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/nli/training_nli_v2.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/nli/training_nli_v3.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/nli/training_nli_v3.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/other/training_batch_hard_trec.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/other/training_batch_hard_trec.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/other/training_multi-task.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/other/training_multi-task.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/other/training_wikipedia_sections.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/other/training_wikipedia_sections.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/paraphrases/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/paraphrases/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/paraphrases/training.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/paraphrases/training.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/peft/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/peft/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/peft/training_gooaq_lora.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/peft/training_gooaq_lora.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/prompts/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/prompts/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/prompts/training_nq_prompts.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/prompts/training_nq_prompts.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/quora_duplicate_questions/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/quora_duplicate_questions/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/quora_duplicate_questions/application_duplicate_questions_mining.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/quora_duplicate_questions/application_duplicate_questions_mining.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/quora_duplicate_questions/create_splits.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/quora_duplicate_questions/create_splits.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/quora_duplicate_questions/training_MultipleNegativesRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/quora_duplicate_questions/training_MultipleNegativesRankingLoss.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/quora_duplicate_questions/training_OnlineContrastiveLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/quora_duplicate_questions/training_OnlineContrastiveLoss.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/quora_duplicate_questions/training_multi-task-learning.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/quora_duplicate_questions/training_multi-task-learning.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/sts/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/sts/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/training/sts/training_stsbenchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/sts/training_stsbenchmark.py -------------------------------------------------------------------------------- /examples/sentence_transformer/training/sts/training_stsbenchmark_continue_training.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/training/sts/training_stsbenchmark_continue_training.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT/train_askubuntu_ct.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT/train_askubuntu_ct.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT/train_ct_from_file.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT/train_ct_from_file.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT/train_stsb_ct.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT/train_stsb_ct.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/train_askubuntu_ct-improved.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/train_askubuntu_ct-improved.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/train_ct-improved_from_file.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/train_ct-improved_from_file.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/train_stsb_ct-improved.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/CT_In-Batch_Negatives/train_stsb_ct-improved.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/MLM/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/MLM/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/MLM/train_mlm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/MLM/train_mlm.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/SimCSE/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/SimCSE/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/SimCSE/train_askubuntu_simcse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/SimCSE/train_askubuntu_simcse.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/SimCSE/train_simcse_from_file.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/SimCSE/train_simcse_from_file.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/SimCSE/train_stsb_simcse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/SimCSE/train_stsb_simcse.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/TSDAE/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/TSDAE/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/TSDAE/eval_askubuntu.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/TSDAE/eval_askubuntu.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/TSDAE/train_askubuntu_tsdae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/TSDAE/train_askubuntu_tsdae.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/TSDAE/train_stsb_tsdae.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/TSDAE/train_stsb_tsdae.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/TSDAE/train_tsdae_from_file.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/TSDAE/train_tsdae_from_file.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/query_generation/1_programming_query_generation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/query_generation/1_programming_query_generation.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/query_generation/2_programming_train_bi-encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/query_generation/2_programming_train_bi-encoder.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/query_generation/3_programming_semantic_search.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/query_generation/3_programming_semantic_search.py -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/query_generation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/query_generation/README.md -------------------------------------------------------------------------------- /examples/sentence_transformer/unsupervised_learning/query_generation/example_query_generation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sentence_transformer/unsupervised_learning/query_generation/example_query_generation.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/computing_embeddings/README.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/computing_embeddings/README.rst -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/computing_embeddings/compute_embeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/computing_embeddings/compute_embeddings.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/retrieve_rerank/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/retrieve_rerank/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/retrieve_rerank/hybrid_search.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/retrieve_rerank/hybrid_search.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/retrieve_rerank/retrieve_rerank_simple_wikipedia.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/retrieve_rerank/retrieve_rerank_simple_wikipedia.ipynb -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/semantic_search_elasticsearch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/semantic_search_elasticsearch.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/semantic_search_manual.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/semantic_search_manual.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/semantic_search_opensearch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/semantic_search_opensearch.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/semantic_search_qdrant.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/semantic_search_qdrant.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/semantic_search_seismic.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/semantic_search_seismic.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_search/semantic_search_splade_index.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_search/semantic_search_splade_index.py -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_textual_similarity/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_textual_similarity/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/applications/semantic_textual_similarity/semantic_textual_similarity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/applications/semantic_textual_similarity/semantic_textual_similarity.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_classification_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_classification_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_mse_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_mse_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_nanobeir_advanced_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_nanobeir_advanced_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_nanobeir_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_nanobeir_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_reranking_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_reranking_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_retrieval_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_retrieval_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_similarity_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_similarity_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_translation_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_translation_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/evaluation/sparse_triplet_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/evaluation/sparse_triplet_evaluator.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/distillation/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/distillation/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/distillation/train_splade_msmarco_margin_mse.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/distillation/train_splade_msmarco_margin_mse.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/ms_marco/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/ms_marco/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/ms_marco/train_splade_msmarco_mnrl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/ms_marco/train_splade_msmarco_mnrl.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/nli/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/nli/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/nli/train_splade_nli.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/nli/train_splade_nli.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/peft/train_splade_gooaq_peft.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/peft/train_splade_gooaq_peft.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/quora_duplicate_questions/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/quora_duplicate_questions/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/quora_duplicate_questions/training_splade_quora.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/quora_duplicate_questions/training_splade_quora.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/retrievers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/retrievers/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/retrievers/train_csr_nq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/retrievers/train_csr_nq.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/retrievers/train_splade_gooaq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/retrievers/train_splade_gooaq.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/retrievers/train_splade_nq.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/retrievers/train_splade_nq.py -------------------------------------------------------------------------------- /examples/sparse_encoder/training/sts/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/sts/README.md -------------------------------------------------------------------------------- /examples/sparse_encoder/training/sts/train_splade_stsbenchmark.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/examples/sparse_encoder/training/sts/train_splade_stsbenchmark.py -------------------------------------------------------------------------------- /index.rst: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/index.rst -------------------------------------------------------------------------------- /pyproject.toml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/pyproject.toml -------------------------------------------------------------------------------- /sentence_transformers/LoggingHandler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/LoggingHandler.py -------------------------------------------------------------------------------- /sentence_transformers/SentenceTransformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/SentenceTransformer.py -------------------------------------------------------------------------------- /sentence_transformers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/backend/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/backend/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/backend/load.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/backend/load.py -------------------------------------------------------------------------------- /sentence_transformers/backend/optimize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/backend/optimize.py -------------------------------------------------------------------------------- /sentence_transformers/backend/quantize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/backend/quantize.py -------------------------------------------------------------------------------- /sentence_transformers/backend/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/backend/utils.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/CrossEncoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/CrossEncoder.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/data_collator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/data_collator.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/evaluation/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/evaluation/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/evaluation/classification.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/evaluation/classification.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/evaluation/correlation.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/evaluation/correlation.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/evaluation/deprecated.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/evaluation/deprecated.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/evaluation/nano_beir.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/evaluation/nano_beir.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/evaluation/reranking.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/evaluation/reranking.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/fit_mixin.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/fit_mixin.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/BinaryCrossEntropyLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/BinaryCrossEntropyLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/CachedMultipleNegativesRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/CachedMultipleNegativesRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/CrossEntropyLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/CrossEntropyLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/LambdaLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/LambdaLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/ListMLELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/ListMLELoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/ListNetLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/ListNetLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/MSELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/MSELoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/MarginMSELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/MarginMSELoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/MultipleNegativesRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/MultipleNegativesRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/PListMLELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/PListMLELoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/RankNetLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/RankNetLoss.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/losses/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/losses/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/model_card.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/model_card.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/model_card_template.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/model_card_template.md -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/trainer.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/training_args.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/training_args.py -------------------------------------------------------------------------------- /sentence_transformers/cross_encoder/util.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/cross_encoder/util.py -------------------------------------------------------------------------------- /sentence_transformers/data_collator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/data_collator.py -------------------------------------------------------------------------------- /sentence_transformers/datasets/DenoisingAutoEncoderDataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/datasets/DenoisingAutoEncoderDataset.py -------------------------------------------------------------------------------- /sentence_transformers/datasets/NoDuplicatesDataLoader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/datasets/NoDuplicatesDataLoader.py -------------------------------------------------------------------------------- /sentence_transformers/datasets/ParallelSentencesDataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/datasets/ParallelSentencesDataset.py -------------------------------------------------------------------------------- /sentence_transformers/datasets/SentenceLabelDataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/datasets/SentenceLabelDataset.py -------------------------------------------------------------------------------- /sentence_transformers/datasets/SentencesDataset.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/datasets/SentencesDataset.py -------------------------------------------------------------------------------- /sentence_transformers/datasets/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/datasets/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/BinaryClassificationEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/BinaryClassificationEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/EmbeddingSimilarityEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/EmbeddingSimilarityEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/InformationRetrievalEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/InformationRetrievalEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/LabelAccuracyEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/LabelAccuracyEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/MSEEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/MSEEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/MSEEvaluatorFromDataFrame.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/MSEEvaluatorFromDataFrame.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/NanoBEIREvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/NanoBEIREvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/ParaphraseMiningEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/ParaphraseMiningEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/RerankingEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/RerankingEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/SentenceEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/SentenceEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/SequentialEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/SequentialEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/SimilarityFunction.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/SimilarityFunction.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/TranslationEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/TranslationEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/TripletEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/TripletEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/evaluation/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/evaluation/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/fit_mixin.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/fit_mixin.py -------------------------------------------------------------------------------- /sentence_transformers/losses/AdaptiveLayerLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/AdaptiveLayerLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/AnglELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/AnglELoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/BatchAllTripletLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/BatchAllTripletLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/BatchHardSoftMarginTripletLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/BatchHardSoftMarginTripletLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/BatchHardTripletLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/BatchHardTripletLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/BatchSemiHardTripletLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/BatchSemiHardTripletLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/CachedGISTEmbedLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/CachedGISTEmbedLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/CachedMultipleNegativesRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/CachedMultipleNegativesRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/CachedMultipleNegativesSymmetricRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/CachedMultipleNegativesSymmetricRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/CoSENTLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/CoSENTLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/ContrastiveLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/ContrastiveLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/ContrastiveTensionLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/ContrastiveTensionLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/CosineSimilarityLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/CosineSimilarityLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/DenoisingAutoEncoderLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/DenoisingAutoEncoderLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/DistillKLDivLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/DistillKLDivLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/GISTEmbedLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/GISTEmbedLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/MSELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/MSELoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/MarginMSELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/MarginMSELoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/Matryoshka2dLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/Matryoshka2dLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/MatryoshkaLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/MatryoshkaLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/MegaBatchMarginLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/MegaBatchMarginLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/MultipleNegativesRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/MultipleNegativesRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/MultipleNegativesSymmetricRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/MultipleNegativesSymmetricRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/OnlineContrastiveLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/OnlineContrastiveLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/SoftmaxLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/SoftmaxLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/TripletLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/TripletLoss.py -------------------------------------------------------------------------------- /sentence_transformers/losses/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/losses/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/model_card.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/model_card.py -------------------------------------------------------------------------------- /sentence_transformers/model_card_template.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/model_card_template.md -------------------------------------------------------------------------------- /sentence_transformers/model_card_templates.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/model_card_templates.py -------------------------------------------------------------------------------- /sentence_transformers/models/BoW.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/BoW.py -------------------------------------------------------------------------------- /sentence_transformers/models/CLIPModel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/CLIPModel.py -------------------------------------------------------------------------------- /sentence_transformers/models/CNN.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/CNN.py -------------------------------------------------------------------------------- /sentence_transformers/models/Dense.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Dense.py -------------------------------------------------------------------------------- /sentence_transformers/models/Dropout.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Dropout.py -------------------------------------------------------------------------------- /sentence_transformers/models/InputModule.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/InputModule.py -------------------------------------------------------------------------------- /sentence_transformers/models/LSTM.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/LSTM.py -------------------------------------------------------------------------------- /sentence_transformers/models/LayerNorm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/LayerNorm.py -------------------------------------------------------------------------------- /sentence_transformers/models/Module.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Module.py -------------------------------------------------------------------------------- /sentence_transformers/models/Normalize.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Normalize.py -------------------------------------------------------------------------------- /sentence_transformers/models/Pooling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Pooling.py -------------------------------------------------------------------------------- /sentence_transformers/models/Router.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Router.py -------------------------------------------------------------------------------- /sentence_transformers/models/StaticEmbedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/StaticEmbedding.py -------------------------------------------------------------------------------- /sentence_transformers/models/Transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/Transformer.py -------------------------------------------------------------------------------- /sentence_transformers/models/WeightedLayerPooling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/WeightedLayerPooling.py -------------------------------------------------------------------------------- /sentence_transformers/models/WordEmbeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/WordEmbeddings.py -------------------------------------------------------------------------------- /sentence_transformers/models/WordWeights.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/WordWeights.py -------------------------------------------------------------------------------- /sentence_transformers/models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/models/tokenizer/PhraseTokenizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/tokenizer/PhraseTokenizer.py -------------------------------------------------------------------------------- /sentence_transformers/models/tokenizer/WhitespaceTokenizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/tokenizer/WhitespaceTokenizer.py -------------------------------------------------------------------------------- /sentence_transformers/models/tokenizer/WordTokenizer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/tokenizer/WordTokenizer.py -------------------------------------------------------------------------------- /sentence_transformers/models/tokenizer/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/models/tokenizer/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/peft_mixin.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/peft_mixin.py -------------------------------------------------------------------------------- /sentence_transformers/py.typed: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /sentence_transformers/quantization.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/quantization.py -------------------------------------------------------------------------------- /sentence_transformers/readers/InputExample.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/InputExample.py -------------------------------------------------------------------------------- /sentence_transformers/readers/LabelSentenceReader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/LabelSentenceReader.py -------------------------------------------------------------------------------- /sentence_transformers/readers/NLIDataReader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/NLIDataReader.py -------------------------------------------------------------------------------- /sentence_transformers/readers/PairedFilesReader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/PairedFilesReader.py -------------------------------------------------------------------------------- /sentence_transformers/readers/STSDataReader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/STSDataReader.py -------------------------------------------------------------------------------- /sentence_transformers/readers/TripletReader.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/TripletReader.py -------------------------------------------------------------------------------- /sentence_transformers/readers/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/readers/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/sampler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sampler.py -------------------------------------------------------------------------------- /sentence_transformers/similarity_functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/similarity_functions.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/SparseEncoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/SparseEncoder.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/callbacks/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/callbacks/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/callbacks/splade_callbacks.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/callbacks/splade_callbacks.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/data_collator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/data_collator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/ReciprocalRankFusionEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/ReciprocalRankFusionEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseBinaryClassificationEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseBinaryClassificationEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseEmbeddingSimilarityEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseEmbeddingSimilarityEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseInformationRetrievalEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseInformationRetrievalEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseMSEEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseMSEEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseNanoBEIREvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseNanoBEIREvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseRerankingEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseRerankingEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseTranslationEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseTranslationEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/SparseTripletEvaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/SparseTripletEvaluator.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/evaluation/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/evaluation/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/CSRLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/CSRLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/FlopsLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/FlopsLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseAnglELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseAnglELoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseCoSENTLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseCoSENTLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseCosineSimilarityLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseCosineSimilarityLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseDistillKLDivLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseDistillKLDivLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseMSELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseMSELoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseMarginMSELoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseMarginMSELoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseMultipleNegativesRankingLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseMultipleNegativesRankingLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SparseTripletLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SparseTripletLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/SpladeLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/SpladeLoss.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/losses/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/losses/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/model_card.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/model_card.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/model_card_template.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/model_card_template.md -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/models/MLMTransformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/models/MLMTransformer.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/models/SparseAutoEncoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/models/SparseAutoEncoder.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/models/SparseStaticEmbedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/models/SparseStaticEmbedding.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/models/SpladePooling.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/models/SpladePooling.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/models/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/models/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/search_engines.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/search_engines.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/trainer.py -------------------------------------------------------------------------------- /sentence_transformers/sparse_encoder/training_args.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/sparse_encoder/training_args.py -------------------------------------------------------------------------------- /sentence_transformers/trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/trainer.py -------------------------------------------------------------------------------- /sentence_transformers/training_args.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/training_args.py -------------------------------------------------------------------------------- /sentence_transformers/util/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/__init__.py -------------------------------------------------------------------------------- /sentence_transformers/util/decorators.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/decorators.py -------------------------------------------------------------------------------- /sentence_transformers/util/distributed.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/distributed.py -------------------------------------------------------------------------------- /sentence_transformers/util/environment.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/environment.py -------------------------------------------------------------------------------- /sentence_transformers/util/file_io.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/file_io.py -------------------------------------------------------------------------------- /sentence_transformers/util/hard_negatives.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/hard_negatives.py -------------------------------------------------------------------------------- /sentence_transformers/util/misc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/misc.py -------------------------------------------------------------------------------- /sentence_transformers/util/retrieval.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/retrieval.py -------------------------------------------------------------------------------- /sentence_transformers/util/similarity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/similarity.py -------------------------------------------------------------------------------- /sentence_transformers/util/tensor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/sentence_transformers/util/tensor.py -------------------------------------------------------------------------------- /tests/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/conftest.py -------------------------------------------------------------------------------- /tests/cross_encoder/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/cross_encoder/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/conftest.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_backends.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_backends.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_cross_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_cross_encoder.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_deprecated_imports.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_deprecated_imports.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_model_card.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_model_card.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_multi_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_multi_process.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_pretrained.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_pretrained.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_train_stsb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_train_stsb.py -------------------------------------------------------------------------------- /tests/cross_encoder/test_trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/cross_encoder/test_trainer.py -------------------------------------------------------------------------------- /tests/evaluation/test_binary_classification_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/evaluation/test_binary_classification_evaluator.py -------------------------------------------------------------------------------- /tests/evaluation/test_information_retrieval_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/evaluation/test_information_retrieval_evaluator.py -------------------------------------------------------------------------------- /tests/evaluation/test_label_accuracy_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/evaluation/test_label_accuracy_evaluator.py -------------------------------------------------------------------------------- /tests/evaluation/test_nanobeir_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/evaluation/test_nanobeir_evaluator.py -------------------------------------------------------------------------------- /tests/evaluation/test_paraphrase_mining_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/evaluation/test_paraphrase_mining_evaluator.py -------------------------------------------------------------------------------- /tests/evaluation/test_triplet_evaluator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/evaluation/test_triplet_evaluator.py -------------------------------------------------------------------------------- /tests/losses/test_MatryoshkaLoss.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/losses/test_MatryoshkaLoss.py -------------------------------------------------------------------------------- /tests/models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/models/test_dense.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/models/test_dense.py -------------------------------------------------------------------------------- /tests/models/test_router.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/models/test_router.py -------------------------------------------------------------------------------- /tests/models/test_static_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/models/test_static_embedding.py -------------------------------------------------------------------------------- /tests/samplers/test_group_by_label_batch_sampler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/samplers/test_group_by_label_batch_sampler.py -------------------------------------------------------------------------------- /tests/samplers/test_no_duplicates_batch_sampler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/samplers/test_no_duplicates_batch_sampler.py -------------------------------------------------------------------------------- /tests/samplers/test_round_robin_batch_sampler.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/samplers/test_round_robin_batch_sampler.py -------------------------------------------------------------------------------- /tests/sparse_encoder/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/sparse_encoder/conftest.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/conftest.py -------------------------------------------------------------------------------- /tests/sparse_encoder/models/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /tests/sparse_encoder/models/test_csr.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/models/test_csr.py -------------------------------------------------------------------------------- /tests/sparse_encoder/models/test_sparse_static_embedding.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/models/test_sparse_static_embedding.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_backends.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_backends.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_model_card.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_model_card.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_multi_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_multi_process.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_opensearch_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_opensearch_models.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_pretrained.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_pretrained.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_sparse_encoder.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_sparse_encoder.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_train_stsb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_train_stsb.py -------------------------------------------------------------------------------- /tests/sparse_encoder/test_trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/test_trainer.py -------------------------------------------------------------------------------- /tests/sparse_encoder/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/sparse_encoder/utils.py -------------------------------------------------------------------------------- /tests/test_backends.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_backends.py -------------------------------------------------------------------------------- /tests/test_cmnrl.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_cmnrl.py -------------------------------------------------------------------------------- /tests/test_compute_embeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_compute_embeddings.py -------------------------------------------------------------------------------- /tests/test_custom_models.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_custom_models.py -------------------------------------------------------------------------------- /tests/test_image_embeddings.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_image_embeddings.py -------------------------------------------------------------------------------- /tests/test_model_card.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_model_card.py -------------------------------------------------------------------------------- /tests/test_model_card_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_model_card_data.py -------------------------------------------------------------------------------- /tests/test_multi_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_multi_process.py -------------------------------------------------------------------------------- /tests/test_pretrained_stsb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_pretrained_stsb.py -------------------------------------------------------------------------------- /tests/test_sentence_transformer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_sentence_transformer.py -------------------------------------------------------------------------------- /tests/test_train_stsb.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_train_stsb.py -------------------------------------------------------------------------------- /tests/test_trainer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_trainer.py -------------------------------------------------------------------------------- /tests/test_training_args.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/test_training_args.py -------------------------------------------------------------------------------- /tests/util/test_hard_negatives.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/util/test_hard_negatives.py -------------------------------------------------------------------------------- /tests/util/test_import.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/util/test_import.py -------------------------------------------------------------------------------- /tests/util/test_retrieval.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/util/test_retrieval.py -------------------------------------------------------------------------------- /tests/util/test_similarity.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/util/test_similarity.py -------------------------------------------------------------------------------- /tests/util/test_tensor.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/util/test_tensor.py -------------------------------------------------------------------------------- /tests/utils.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/huggingface/sentence-transformers/HEAD/tests/utils.py --------------------------------------------------------------------------------