--- base_model: intfloat/e5-base-v2 datasets: [] language: [] library_name: sentence-transformers pipeline_tag: sentence-similarity tags: - sentence-transformers - sentence-similarity - feature-extraction - generated_from_trainer - dataset_size:3200 - loss:ContrastiveTensionLoss widget: - source_sentence: simple modern disney princess kids water bottle with straw lid reusable insulated stainless steel cup for girls school summit collection oz princess rainbows double wall insulation keeps beverages at ideal temperatures for hours leakproof when the nozzle is in the closed position not recommended for hot or carbonated beverages bpafree and dishwasher safe on the top rack cupholder friendly oz bottles fit most cupholders limited lifetime warranty patent pending sentences: - cosrx low ph good morning gel cleanser daily mild face cleanser for sensitive skin with bha teatree oil ph balancing korean skincare flozml low ph good morning gel cleanser cleanse daily with this gentle and effective gel type cleanser day and night removing impurities while strengthening your skin barrier cleanse for a luminous day and silky night while refining the skin texture the cleanser will help cleanse with no stripping great for all skin types wake up to a firmerlooking skin while letting it rest clean during the night key ingredients ph balanced teatree oil and bha to soothe and strengthen for luminous and clear skin inspired by skins natural ph level following your skins slightly acidic natural ph level this cleanser helps balance your skin and protect it from troublecausing irritants cosrx standards all cosrx products are formulated with skinfriendly ingredients that alleviate irritated skin hypoallergenic dermatologist tested animal testingfree parabensfree sulfatesfree phthalatesfree - 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'straw visor hat for women adjustable foldable beach uv sun protection packable hats wide brim allowing a ponytail or braid ' - source_sentence: popsockets phone wallet with expanding grip and adapter ring for magsafe phone card holder wireless charging compatible wallet compatible with magsafe black our durable popsockets wallet we call our popwallet is a sleek and secure way to carry your cards along with your phone with an attached phone grip you can avoid phone drops and kickstand your phone onthego includes our adapter ring for magsafe to upgrade your androidpixeliphone case or any nonmagsafe case to magsafe to unlock the power of snap on magsafe accessories wirelessly charge your phone by simply sliding off the magnetic phone wallet and setting on a wireless charging stand the magnetic popsockets wallet can hold up to three cards that are shielded from the magnets while inside the phone case wallet popsockets phone wallet is compatible with popsockets s mounts and cases for magsafe wireless chargers and nonpopsockets cases compatible with magsafe sentences: - 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source_sentence: leobro disposable shower caps pcs shower caps shower cap for women waterproof disposable clear plastic shower cap for women thick plastic caps for hair treatment regular size inch pcs thick plastic shower caps set of pcs inch disposable shower caps made of high quality plastic thick not easy to be ripped and reusable plastic hair caps large quantity serve you for a long time premium elastic bath caps the perimeter of the elastic band is cm inch without stretching cm inch stretched great shower caps keep hair well without being too tight and slipping fits most hair styles and sizes and wont overstretch after used comfortable shower caps quality shower caps odorless and without impurities elastic and roomy comfortable for wearing waterproof plastic shower caps well protect against water dust mud friction keep your hair dry clean and tidy easy to store carry contracted shower cap every plastic hair cap is folded into a small stick soft and pretty light well save storage space and great for carrying portable terrific disposable shower caps for travel multipurpose shower caps fantastic large disposable shower caps for women men girl perfect plastic caps for hair treatment hair deep conditioning hair dyeing organize and protect your hair when doing face care spa salon having spray tan cooking cleaning house painting wall ideal guest supplies for hotel beauty salon workshop also great choice for covering food like fruit and dough shoes hat bicycle seat remote control and so on sentences: - 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source_sentence: open ear headphones open ear headphones open ear headphones open ear headphones open ear headphones open ear headphones sentences: - in car phone holder mount extreme terrain stability dashboard windshield air vent double metal hook cell phone holders for your car for iphone samsung all smartphones all car model in ultimate car mountleading in innovation we introduce our eagerly awaited car phone holder featuring a rotating suction base for easy sidetoside adjustments without reinstallation our unique double hook metal clip protects air vents from scratches and offers unparalleled stability enhancing your devices security by be among the first to experience these industryleading features unrivaled adhesion stabilityfeaturing a layer highviscosity reusable nano gel with a unique powerful airpressure valve that enables acmezing cell phone car mount to handle pounds loads and extreme temperatures f to f whether youre in floridas heat or alaskas cold this phone mount for car securely sticks in your cockpit without any risk of melting or warping simply wash with water to restore adhesion leaving no damage or marks during removal or installation industry firstdouble metal clipour phone holder car comes with double metal hook that provides a larger contact area and extends up to cm in length with its double hook metal clip and double triangle structure it offers more than times the stability compared to the conventional clip this ensures absolute stability even during sudden stops sharp turns and bumpy rides our snap adjustment feature prevents blade sagging making the air conditioner deliver air in the right direction effortless installation compatibilitystreamline your driving experience with our iphone car mount fast easy and hasslefree phone attachment and detachment in a click simplify complexity enjoy your journey the up and down position adjustable holder design is built to not obstruct headphone and charging cables as well as volume and power buttons compatible with of car models and fits smartphones from to inches including thick cases its a musthave for your journey uncompromising quality unwavering supportacmezing is dedicated to customer satisfaction committed to providing trusted products like our car phone holder mount and professional custom customer service for everyone who seeks a highquality lifestyle we solemnly promise a month free product warranty if you have any productrelated questions we will patiently listen and respond proactively within hours your voice is important and we look forward to communicating with you in depth - 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source_sentence: 'baby hip carrier doctor recommendedbaby waist carrier hip seat all body typestoddler carrier for lbs ergonomiceasy to put on ideal for handsfree parentinglumbar support grey approved by orthopedic doctors baby hip carrier is approved by orthopedic doctors ensuring safe and healthy baby carrying it puts your babys hips in the pediatricrecommended m position reducing painful spine curvature for both babies and grownups adaptable and longlastingtrexbabe hip seat grows with your little one it is suitable for newborns up to yearold toddlers or lbs with four positions available feeding side carrying front facing and face to face you can easily adapt the carrier to your babys needs as they grow the baby carrier with hip seat provides additional support and comfort for both you and your baby back pain relief for caregiversour hip seat carrier is thoughtfully designed to distribute your babys weight evenly across your hips and waist relieving pressure on your back and shoulders say goodbye to backache and discomfort as our hip seat carrier for baby provides the support you need for longlasting comfort during extended outings or daily tasks the baby holder carrier is designed to prioritize your comfort as well lightweight large storageweighing less than pound the baby waist carrier hip seat is lightweight and convenient it also doubles as a diaper bag with large storage pockets eliminating the need for an extra bulky bag you can conveniently carry essential items such as diapers wipes and bottles while keeping your hands free the hip seat carrier offers a practical solution for parents on the go breathable machine washable the soft and breathable fabric of our hip carrier allows for easy airflow ensuring your baby stays cool and comfortable the hip baby carrier is designed with both comfort and convenience in mind providing a breathable and easytoclean option for parents ' sentences: - patriotic tablecloth round inch th of july table cloth washable spillproof wrinkle free blue red white independence day holiday fabric table cover for indoor outdoor kitchen dinning round tables material polyester waterproof and spillproof fabric durablesoft stain resistantshrinkresistant and easy cleaning featurethis round patriotic tablecloth use fabric of water resistantstain resistanteasy cleaningcan use both indoor and outdoors size the round july th tablecloth measures inch cmin diameter and the tablecloth would fits a inch table occasion you can use indoor and outdoorespecially for bbqs parties picnicshost backyardholiday gatherings dinner with families and friends easy to care machine wash cold separately gentle cycle tumble dry low low iron if needed or spot with a damp cloth or sponge for simple cleanup - gurunanda teeth whitening strips treatments with strips professional enamelsafe strips for sensitive teeth nonslip dry strip technology hydrogen peroxides whitening magic penetrates tooth enamel helping to break down stains discoloration while coconuts soothing touch minimizes sensitivity ensuring a gentle whitening experience our strips offer superior adhesion for hasslefree application stay put for up to hours for effective whiter teeth for best results avoid eating sleeping or smoking while using the strips apply the strips daily for minutes see visible results in days our kit consists of strips professional express for treatments covering both upper lower teeth for whitening experience noticeable effects in just day with our express whitening strips apply for minutes daily to instantly brighten your smile use at home office during travelanytime anywhere our easytopeeloff strips effectively remove hard stains from coffee wine and smoking our product is enamelsafe vegan and crafted in an fdaregistered facility for a secure dental care routine - gifts for friends woman birthday gifts friendship gifts for women friends bestie bff thank you gifts for best friend her recipe for a special friend cutting board gift friend gifts for women special words and lovely elements on the best friend cutting board could immediately deliver your appreciation and love to your best friend friend gifts for her bff birthday gifts for best friends female friend gifts for women friend friendship birthday gifts for women bestie gifts gift for friends female on christmas thanksgiving day graduation appreciation week or other festival friendship gifts for women friends it is unique kitchen gifts for women friend best friend soul sister female friend bestie to share in good times and create good memories every glance at this birthday gifts for women friendship will remind your friends of the precious and happy time youve spent together in office or daily life which is a distinctive way to commemorate your friendship women friends giftsmmade of high quality bamboo material our kitchen cutting boards are polished multiple times for a smooth surface and rounded edges and are finished with our proprietary foodsafe blend of oils each board has a unique wood grain the cutting boards are durable and resistant to stains and excess moisture put a smile on someones faces it measures l x w x h the carefully crafted cutting boards are both beautiful and functional and can be displayed in the kitchen as an excellent decorative piece or used on a daily basis every time someone look at the cutting board you sent while cooking she will feel your love through the warm words on the cutting board eyecatching decorations its perfect for any occasion from birthdays to weddings housewarmings to christmas day and more as a functional piece of art its perfect for anyone who enjoys hosting guests cooking and a tasteful decorative cutting board in the kitchen add visual appeal to your dining table with these functional art pieces it can hold steaks fruits or dinners and can also be used as a dessert plate cheese board and grill board --- # SentenceTransformer based on intfloat/e5-base-v2 This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more. ## Model Details ### Model Description - **Model Type:** Sentence Transformer - **Base model:** [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2) - **Maximum Sequence Length:** 512 tokens - **Output Dimensionality:** 768 tokens - **Similarity Function:** Cosine Similarity ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers) - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) ### Full Model Architecture ``` SentenceTransformer( (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True}) (2): Normalize() ) ``` ## Usage ### Direct Usage (Sentence Transformers) First install the Sentence Transformers library: ```bash pip install -U sentence-transformers ``` Then you can load this model and run inference. ```python from sentence_transformers import SentenceTransformer # Download from the 🤗 Hub model = SentenceTransformer("wjunwei/ecommerce_text_embedding_retrieval") # Run inference sentences = [ 'baby hip carrier doctor recommendedbaby waist carrier hip seat all body typestoddler carrier for lbs ergonomiceasy to put on ideal for handsfree parentinglumbar support grey approved by orthopedic doctors baby hip carrier is approved by orthopedic doctors ensuring safe and healthy baby carrying it puts your babys hips in the pediatricrecommended m position reducing painful spine curvature for both babies and grownups adaptable and longlastingtrexbabe hip seat grows with your little one it is suitable for newborns up to yearold toddlers or lbs with four positions available feeding side carrying front facing and face to face you can easily adapt the carrier to your babys needs as they grow the baby carrier with hip seat provides additional support and comfort for both you and your baby back pain relief for caregiversour hip seat carrier is thoughtfully designed to distribute your babys weight evenly across your hips and waist relieving pressure on your back and shoulders say goodbye to backache and discomfort as our hip seat carrier for baby provides the support you need for longlasting comfort during extended outings or daily tasks the baby holder carrier is designed to prioritize your comfort as well lightweight large storageweighing less than pound the baby waist carrier hip seat is lightweight and convenient it also doubles as a diaper bag with large storage pockets eliminating the need for an extra bulky bag you can conveniently carry essential items such as diapers wipes and bottles while keeping your hands free the hip seat carrier offers a practical solution for parents on the go breathable machine washable the soft and breathable fabric of our hip carrier allows for easy airflow ensuring your baby stays cool and comfortable the hip baby carrier is designed with both comfort and convenience in mind providing a breathable and easytoclean option for parents ', 'patriotic tablecloth round inch th of july table cloth washable spillproof wrinkle free blue red white independence day holiday fabric table cover for indoor outdoor kitchen dinning round tables material polyester waterproof and spillproof fabric durablesoft stain resistantshrinkresistant and easy cleaning featurethis round patriotic tablecloth use fabric of water resistantstain resistanteasy cleaningcan use both indoor and outdoors size the round july th tablecloth measures inch cmin diameter and the tablecloth would fits a inch table occasion you can use indoor and outdoorespecially for bbqs parties picnicshost backyardholiday gatherings dinner with families and friends easy to care machine wash cold separately gentle cycle tumble dry low low iron if needed or spot with a damp cloth or sponge for simple cleanup', 'gurunanda teeth whitening strips treatments with strips professional enamelsafe strips for sensitive teeth nonslip dry strip technology hydrogen peroxides whitening magic penetrates tooth enamel helping to break down stains discoloration while coconuts soothing touch minimizes sensitivity ensuring a gentle whitening experience our strips offer superior adhesion for hasslefree application stay put for up to hours for effective whiter teeth for best results avoid eating sleeping or smoking while using the strips apply the strips daily for minutes see visible results in days our kit consists of strips professional express for treatments covering both upper lower teeth for whitening experience noticeable effects in just day with our express whitening strips apply for minutes daily to instantly brighten your smile use at home office during travelanytime anywhere our easytopeeloff strips effectively remove hard stains from coffee wine and smoking our product is enamelsafe vegan and crafted in an fdaregistered facility for a secure dental care routine', ] embeddings = model.encode(sentences) print(embeddings.shape) # [3, 768] # Get the similarity scores for the embeddings similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [3, 3] ``` ## Training Details ### Training Dataset #### Unnamed Dataset * Size: 3,200 training samples * Columns: sentence_0, sentence_1, and label * Approximate statistics based on the first 1000 samples: | | sentence_0 | sentence_1 | label | |:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------| | type | string | string | int | | details | | | | * Samples: | sentence_0 | sentence_1 | label | |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------| 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[ContrastiveTensionLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastivetensionloss) ### Training Hyperparameters #### Non-Default Hyperparameters - `num_train_epochs`: 5 - `multi_dataset_batch_sampler`: round_robin #### All Hyperparameters
Click to expand - `overwrite_output_dir`: False - `do_predict`: False - `eval_strategy`: no - `prediction_loss_only`: True - `per_device_train_batch_size`: 8 - `per_device_eval_batch_size`: 8 - `per_gpu_train_batch_size`: None - `per_gpu_eval_batch_size`: None - `gradient_accumulation_steps`: 1 - `eval_accumulation_steps`: None - `learning_rate`: 5e-05 - `weight_decay`: 0.0 - `adam_beta1`: 0.9 - `adam_beta2`: 0.999 - `adam_epsilon`: 1e-08 - `max_grad_norm`: 1 - `num_train_epochs`: 5 - `max_steps`: -1 - `lr_scheduler_type`: linear - `lr_scheduler_kwargs`: {} - `warmup_ratio`: 0.0 - `warmup_steps`: 0 - `log_level`: passive - `log_level_replica`: warning - `log_on_each_node`: True - `logging_nan_inf_filter`: True - `save_safetensors`: True - `save_on_each_node`: False - `save_only_model`: False - `restore_callback_states_from_checkpoint`: False - `no_cuda`: False - `use_cpu`: False - `use_mps_device`: False - `seed`: 42 - `data_seed`: None - `jit_mode_eval`: False - `use_ipex`: False - `bf16`: False - `fp16`: False - `fp16_opt_level`: O1 - `half_precision_backend`: auto - `bf16_full_eval`: False - `fp16_full_eval`: False - `tf32`: None - `local_rank`: 0 - `ddp_backend`: None - `tpu_num_cores`: None - `tpu_metrics_debug`: False - `debug`: [] - `dataloader_drop_last`: False - `dataloader_num_workers`: 0 - `dataloader_prefetch_factor`: None - `past_index`: -1 - `disable_tqdm`: False - `remove_unused_columns`: True - `label_names`: None - `load_best_model_at_end`: False - `ignore_data_skip`: False - `fsdp`: [] - `fsdp_min_num_params`: 0 - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False} - `fsdp_transformer_layer_cls_to_wrap`: None - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} - `deepspeed`: None - `label_smoothing_factor`: 0.0 - `optim`: adamw_torch - `optim_args`: None - `adafactor`: False - `group_by_length`: False - `length_column_name`: length - `ddp_find_unused_parameters`: None - `ddp_bucket_cap_mb`: None - `ddp_broadcast_buffers`: False - `dataloader_pin_memory`: True - `dataloader_persistent_workers`: False - `skip_memory_metrics`: True - `use_legacy_prediction_loop`: False - `push_to_hub`: False - `resume_from_checkpoint`: None - `hub_model_id`: None - `hub_strategy`: every_save - `hub_private_repo`: False - `hub_always_push`: False - `gradient_checkpointing`: False - `gradient_checkpointing_kwargs`: None - `include_inputs_for_metrics`: False - `eval_do_concat_batches`: True - `fp16_backend`: auto - `push_to_hub_model_id`: None - `push_to_hub_organization`: None - `mp_parameters`: - `auto_find_batch_size`: False - `full_determinism`: False - `torchdynamo`: None - `ray_scope`: last - `ddp_timeout`: 1800 - `torch_compile`: False - `torch_compile_backend`: None - `torch_compile_mode`: None - `dispatch_batches`: None - `split_batches`: None - `include_tokens_per_second`: False - `include_num_input_tokens_seen`: False - `neftune_noise_alpha`: None - `optim_target_modules`: None - `batch_eval_metrics`: False - `batch_sampler`: batch_sampler - `multi_dataset_batch_sampler`: round_robin
### Training Logs | Epoch | Step | Training Loss | |:-----:|:----:|:-------------:| | 1.25 | 500 | 7.8285 | | 2.5 | 1000 | 4.1509 | | 3.75 | 1500 | 3.685 | | 5.0 | 2000 | 3.6183 | ### Framework Versions - Python: 3.10.12 - Sentence Transformers: 3.0.1 - Transformers: 4.41.2 - PyTorch: 2.3.0+cu121 - Accelerate: 0.31.0 - Datasets: 2.20.0 - Tokenizers: 0.19.1 ## Citation ### BibTeX #### Sentence Transformers ```bibtex @inproceedings{reimers-2019-sentence-bert, title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", author = "Reimers, Nils and Gurevych, Iryna", booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", month = "11", year = "2019", publisher = "Association for Computational Linguistics", url = "https://arxiv.org/abs/1908.10084", } ``` #### ContrastiveTensionLoss ```bibtex @inproceedings{carlsson2021semantic, title={Semantic Re-tuning with Contrastive Tension}, author={Fredrik Carlsson and Amaru Cuba Gyllensten and Evangelia Gogoulou and Erik Ylip{"a}{"a} Hellqvist and Magnus Sahlgren}, booktitle={International Conference on Learning Representations}, year={2021}, url={https://openreview.net/forum?id=Ov_sMNau-PF} } ```