metadata

tags:
  - sentence-transformers
  - sentence-similarity
  - feature-extraction
  - generated_from_trainer
  - dataset_size:4693
  - loss:MultipleNegativesRankingLoss
base_model: FacebookAI/roberta-base
widget:
  - source_sentence: >-
      I'm looking for a pair of sleek and comfortable footwear designed for
      running. They should offer a lightweight feel and have a striking
      appearance.
    sentences:
      - >-
        Title: Wood Sunglasses for Men and Women Vintage Polarized Lenses Uv
        Protection Bamboo Wooden Sun Glasses Descripion: ['SUNMER WOOD (Brand)
        Your love for the outdoors and warm summer days shouldn’t come at the
        cost of your eyes. While the sun creates the perfect setting for
        exploring nature, its harmful UVA and UVB rays can cause immense damage
        to your eyes and skin, causing not just visual deterioration but
        wrinkles too. At Sunmer Wood, we are a team of designers specializing in
        making premium sunglasses that give your eyes protection and your outfit
        a stylish upgrade. We use organic wood and heavy-duty materials to
        ensure unmatched durability and world-class comfort.']
      - >-
        Title: Nike Men's Epic React Flyknit Running Shoes Descripion: ['The
        Nike Epic React Flyknit provides a smooth, lightweight performance and a
        bold look.']
      - >-
        Title: Metal D Rings Heavy Duty 1 Inch D Shape Rings for Sewing,
        Keychains, Straps Ties, Belts, Crafts and Dog Leash (50 Pack)
        Descripion: ['50pcs 1inch Metal D Rings Buckles for Straps Ties Belts
        Bags, Silver  ☛Specification : √Material: alloy √Color: Silver √Inner
        width: 25mm √Inner high: 16mm √Thickness: 3mm  ☛LOAD BEARING : Made from
        strong metal, these D ring fasteners have good load bearing
        characteristics and can resist sudden impact.  ☛GOOD GIFTS : The package
        includes 50 pieces Silver d rings. You can use them to make beautiful
        bags to send your friends or your family.  ☛APPLICATION: Suitable for
        DIY Fashion Belts. Suitable for Pets Collars. Suitable for Strap. 
        ☛Package included: 50 x D Rings(1 inch)  ☛Note: 1.Please allow 1-3mm
        minor deviation due to manual measurement. 2.Due to the difference
        between different monitors, the picture may not reflect the actual color
        of the item.']
  - source_sentence: >-
      I'm looking for a versatile outdoor garment that can handle various
      weather conditions while providing ample storage options. It should be
      comfortable to wear for activities like fishing or photography and have a
      hood that can be removed.
    sentences:
      - >-
        Title: Yimidear Unisex Outdoor Casual Quick-Drying Extra Pockets Fishing
        Vest Travel Photography Vest with Detachable Hood Descripion:
        ['Features:'
         'The characteristics of the multi-functional leisure vest features large capacity, highly breathable, can protect you from wind and rain. And this multi-purpose vest with high strength and good extensibility, will make you feel comfortable.Condition: 100% Brand New.Material: Nylon & Polyester MeshGender: Men&Women'
         'Size:'
         'M: Bust: 110cm/43.3", Shoulder Width: 42cm/16.54", Clothes Length: 62cm/24.4".L: Bust: 114cm/44.88", Shoulder Width: 43cm/16.93", Clothes Length: 66cm/25.98".XL: Bust: 116cm/45.67", Shoulder Width: 44cm/17.32", Clothes Length: 68cm/26.77".XXL: Bust: 122cm/48", Shoulder Width: 46cm/18.1", Clothes Length: 70cm/27.56".'
         'Note:'
         '1-2cm error of measuring is a reasonable range due to different measurement methods.Please kingly understand that.Due to different camera lens and light environments, the real item color which you receive may be a little vary from the listing picture. Thanks for your understanding.'
         'Package include' '1 x Vest']
      - >-
        Title: 1-3 Pack Famous TIK Tok Butt Lift High Waist Yoga Workout Pants
        Pattern Scrunch Tummy Control Sliming Leggings for Women Descripion:
        ['72% Polyester, 28% Spandex Tiktok Internet celebrity recommendation.
        Turn your gear inside out when washing; wash separately. Air dry or
        tumble dry low Crafted from a brushed, buttery soft and stretch fabric
        for delivering you the naked sensation and the unrestricted movement
        Experience the comfort of yoga pants with a seamless waistband that does
        not dig in Side pockets allow you to store your personal items when
        you’re on the go Flatlock construction minimize chafe. Approx. 25”
        inseam; 7/8 length']
      - >-
        Title: I Love You 3000 Keychain Iron Man for Women Men Valentine Day
        Gifts for Lover Couple Christmas Birthday Anniversary Keychain Gifts for
        Boyfriend Husband Love You Gifts for Fiance for Him Her Descripion:
        ['★"I love you 3,000", a line originally said by Tony Stark\'s daughter
        Morgan in Avengers: Endgame, is definitely going down in history as one
        of the most impactful quotes in the Marvel Cinematic Universe
        (MCU).★Although he may be gone, his influence lives in every one of us.
        Buy these keychains to show as a proof to others that Tony Stark has a
        Heart and your love for him is 3000.★Exquisite and Useful: Delicate
        Keychain pendant look chic, great on your purses backpack handbags, and
        also fit for as DIY accessories to connect charms, links and other
        ornaments★After-Sales Service: 90-Day money back guarantee or
        replacement; We are engaged in providing the best shopping experience
        for you.★Notice: The little connecting ring is soldered to hold the
        plates securely.']
  - source_sentence: >-
      I'm looking for a collectible set that celebrates a specific game
      location, featuring a unique character. It should include a decorative pin
      and be a fun addition to a gaming collection.
    sentences:
      - >-
        Title: Pokemon Champions Path Pin Collection Hammerlocke Gym Featuring
        Duraludon Descripion: ['Pokemon Champions Path Pin Collection
        Hammerlocke Gym Featuring Duraludon']
      - >-
        Title: Kiddus Fashionable Girls Watch for Kids. Children’s Analogue
        Wristwatch with Educational Exercises. Japanese Quartz Movement. Cute,
        Stylish, Elegant & Fabulous Descripion: ["STYLISH & EDUCATIONAL WATCH
        FOR KIDS: Designed for children who are learning to read the time AND
        who want to be fabulously fashionable. Cute designs, vibrant colours and
        glitter all over make them super attractive. Your child will love his
        fancy watch! RECOMMENDED AGE: For Children from 5 years old. Not
        suitable for children under 3 years of age due to small parts which may
        cause a chocking hazard. RELIABLE & ADJUSTABLE: Provided with a
        HIGH-QUALITY Japanese Mechanism and LONG LASTING Japanese battery, our
        kids watch line features also a SHOCK RESISTANT CASE, nickel-free
        stainless steel backside, and 8 adjustment holes on the strap to fit
        wrists large and small. Our watches for kids are water resistant, so
        they can withstand splashes while washing hands or playing in the rain
        but should be removed before bathing or swimming. PERFECT GIFT - GIVE
        THE GIFT OF TIME: Available in a variety of styles and colours, our
        childrens' watches come packaged in a GIFT BOX so you can watch your
        child’s face light up as the box is opened. Also included is a worksheet
        with specific Time Teacher exercises to learn to read the time with your
        child. PURCHASE WITHOUT WORRY: As our products are rigorously tested and
        made with love, we firmly believe in the high quality of our product. So
        we offer a 30 day unconditional MONEY BACK GUARANTEE and a 12-month
        warranty. Even if you give it to someone else, it's still covered! If
        you have problems or issues with the watch, contact us and we will help
        you."]
      - >-
        Title: Kayhoma Extra Soft Artificial Wool Leg Warmer Descripion:
        ['Kayhoma Extra Soft Artificial Wool Leg Warmer Thicker - Increased the
        density of knitted fabric by 30% than last design, which become thicker
        and warmer. Softer - From natural cotton upgrade to artificial wool. It
        is almost as soft as wool. and not easy out of shape after worn and
        washed. Good elasticity makes it possible to completely cover the calf
        and not be too tight, protecting your circulation. Stay Up Well - After
        multiple tests and experiments, the leg warmer will stay up all day,
        feel free to walk or move as you like, not having to keep tugging at
        them to keep them up.']
  - source_sentence: >-
      I'm looking for a reusable face covering that offers protection against
      dust. It should have ear loops for a secure fit and come with a filter
      option.
    sentences:
      - >-
        Title: Balaclava Face Mask - New Range 3 Pack Now with 20 PM 2.5 Filters
        - Comfortable Cooling Neck Gaiter with Filter and Ear Loops, Bandana
        Face Mask Black Grey, Silk face mask, Sports Mask with Filters.
        Descripion: ['Free Shipping $25+ orders, save a few dollars, shipping
        5-8 days'
         'Free Shipping $25+ orders, save a few dollars, shipping 5-8 days'
         'Super comfortable spandex material for easy fit'
         'Super comfortable spandex material for easy fit'
         'Stylish and fashionable, can be worn for sports or social'
         'Stylish and fashionable, can be worn for sports or social'
         'Breathable face mask with filter to capture dust & pollen'
         'Breathable face mask with filter to capture dust & pollen'
         'One size fits most people' 'One size fits most people'
         'The neck gaiters are a quality made product'
         'The neck gaiters are a quality made product'
         'Wear with or without the filter depending on your requirements'
         'Wear with or without the filter depending on your requirements'
         'Each pack includes 3 Masks (1x Jet Black, 1x Black Violet, 1x Deep Grey) + extra 20x PM 2.5 filters'
         'Each pack includes 3 Masks (1x Jet Black, 1x Black Violet, 1x Deep Grey) + extra 20x PM 2.5 filters'
         'We use these ourselves on the motorcycles and current stage 4 restrictions in Australia as an outdoor face mask.'
         'Very comfortable face mask, stretchy with spandex fabric that fits most men, women and teenagers.'
         'Perfect to wear for sports and outdoors while walking, cycling, hiking, skiing, fishing, motorcycle or horse riding, also good as a UV protection face mask to protect you from direct sunlight and sunburn, would assist people with hay fever.'
         'Not only covers the face but also covers the neck for maximum protection, being soft and light weight, the fabric moves over the skin which has a cooling effect.'
         'Reusable simply wash the balaclava and replace the PM 2.5 filters as needed.'
         'More filters can be purchased in large pack to make it affordable to replace regularly as recommended.'
         'Perfect for a thoughtful gift that family and friends will definitely use and enjoy for years to come.'
         'What are your favorite colours and styles, let us know, we are expanding our range to meet our clients requirements. Shipping directly from the USA home land to your home in 1-5 days, we are hope you enjoy this product and can wear while doing most activities and social environments.']
      - >-
        Title: Men's genuine fullgrain tanned leather jeans belt with buckle
        Descripion: ["GENUINE MEN’S LEATHER BELT: The 's Leather Belt is made
        with 100% genuine leather and has a single-loop antique-finish buckle"]
      - >-
        Title: Ruikim Mouth Bandana For Dust Protection Face Bandana Washable
        Earloop -Pm2.5 Filter Chip Descripion: ['100% Satisfy Service: 12 Month
        Quality Guarantee, Buy With Confidence']
  - source_sentence: >-
      I'm looking for a charming ring that embodies innocence and purity,
      suitable for daily wear. It should have a minimalistic design and be
      stackable with other rings. Durability is key, and I prefer it to be
      available in a unique metallic finish.
    sentences:
      - >-
        Title: CozzySayido Daisy Flower Ring Bands for Woman Innocent Daisy
        Promise Dainty Delicate Design Minimalistic Stackable Available in
        Silver and Rose Gold Descripion: ['“Always have something beautiful in
        sight, even if it’s just a daisy in a jelly glass.”'
         '- H. Jackson, Brown Jr.'
         'Simple, sweet, stackable everyday ring for the sweetest ones.' 'Perks'
         'Silver or rose gold Stainless steel No corrosion No peeling No spotting or staining No green fingers Resistant to perfume, sweat, and salt water Styling versatility (stack rings, minimalistic one-piece, knuckle, toe, stopper) Medical-grade stainless steel Unbreakable Unbendable Dainty, sweet, and delicate design 30-day full refund'
         'Sizing'
         'Available in size 3-10 (For sizing specs and how to know your size, please consult out sizing guide in the photo panel above.)'
         'CozzySayido'
         'We brainstorm for our customer to get the best value product. Proudly present, a daisy flower ring. We chose stainless-steel material which is no allergies for sensitive skin, durable and tough in any conditions, no matter if you wash your hand with alcohol sanitizer or washing tons of dishes or swimming in chlorine and salt water, it never gets spotting, staining or turn your finger green or any other color. Unbreakable and unbendable no matter, how you wear it.'
         'Meaningful design, daisy flower is the symbol of innocence, purity, true love and new beginning to make every of your day the start of something new.'
         'Designs as well as on-trend fashion jewelry for women with minimalist, dainty, sweet, and delicate style.']
      - >-
        Title: Chelsea FC Official Soccer Gift Mens Graphic T-Shirt Navy XXL
        Descripion: ['Official CFC mens T-shirt Large club crest & text print to
        front Garment Size (Chest): Sm. 40"; Med. 41"; Lge. 42"; XL 44"; XXL
        48"; 3XL 52" 100% cotton, top quality T-shirt Many more gift ideas for
        him @ FootballShopOnline']
      - >-
        Title: TMVFPYR Youth Pretty Cotton Moisture Wicking Extra Heavy Cushion
        Crew Socks… Descripion: ['PRODUCT SPECIFICATION'
         '- Size: 7.9in- Weight: 0.26ib/120g- Material: Polyester- Style: Individual, FashionPackage includes:1 Socks'
         'PRODUCT FEATURES' 'DURABLE AND LONG LASTING'
         'Superior quality fabrics makes them long lasting and durable. They won’t rip, tear or shred and they’ll maintain their outstanding look and feel through machine washing.'
         'IDEAL FOR OUTDOOR SPORTS'
         'Trekking, walking, running, camping, mountaineering, climbing, skiing, snowboarding, backpacking, traveling, various athletic pursuits or daily wear'
         'COZY AND COMFORTABLE'
         'Breathable materials give your feet the comfort they deserve. Keep your feet warm, cool and dry all day long. Luxury materials won’t absorb sweat and feel great on your feet.']
pipeline_tag: sentence-similarity
library_name: sentence-transformers

SentenceTransformer based on FacebookAI/roberta-base

This is a sentence-transformers model finetuned from FacebookAI/roberta-base. 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: FacebookAI/roberta-base
Maximum Sequence Length: 128 tokens
Output Dimensionality: 768 tokens
Similarity Function: Cosine Similarity

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
HF中国镜像站: Sentence Transformers on HF中国镜像站

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 128, 'do_lower_case': False}) with Transformer model: RobertaModel 
  (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})
)

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("knguyennguyen/fashion_5k")
# Run inference
sentences = [
    "I'm looking for a charming ring that embodies innocence and purity, suitable for daily wear. It should have a minimalistic design and be stackable with other rings. Durability is key, and I prefer it to be available in a unique metallic finish.",
    "Title: CozzySayido Daisy Flower Ring Bands for Woman Innocent Daisy Promise Dainty Delicate Design Minimalistic Stackable Available in Silver and Rose Gold Descripion: ['“Always have something beautiful in sight, even if it’s just a daisy in a jelly glass.”'\n '- H. Jackson, Brown Jr.'\n 'Simple, sweet, stackable everyday ring for the sweetest ones.' 'Perks'\n 'Silver or rose gold Stainless steel No corrosion No peeling No spotting or staining No green fingers Resistant to perfume, sweat, and salt water Styling versatility (stack rings, minimalistic one-piece, knuckle, toe, stopper) Medical-grade stainless steel Unbreakable Unbendable Dainty, sweet, and delicate design 30-day full refund'\n 'Sizing'\n 'Available in size 3-10 (For sizing specs and how to know your size, please consult out sizing guide in the photo panel above.)'\n 'CozzySayido'\n 'We brainstorm for our customer to get the best value product. Proudly present, a daisy flower ring. We chose stainless-steel material which is no allergies for sensitive skin, durable and tough in any conditions, no matter if you wash your hand with alcohol sanitizer or washing tons of dishes or swimming in chlorine and salt water, it never gets spotting, staining or turn your finger green or any other color. Unbreakable and unbendable no matter, how you wear it.'\n 'Meaningful design, daisy flower is the symbol of innocence, purity, true love and new beginning to make every of your day the start of something new.'\n 'Designs as well as on-trend fashion jewelry for women with minimalist, dainty, sweet, and delicate style.']",
    'Title: Chelsea FC Official Soccer Gift Mens Graphic T-Shirt Navy XXL Descripion: [\'Official CFC mens T-shirt Large club crest & text print to front Garment Size (Chest): Sm. 40"; Med. 41"; Lge. 42"; XL 44"; XXL 48"; 3XL 52" 100% cotton, top quality T-shirt Many more gift ideas for him @ FootballShopOnline\']',
]
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: 4,693 training samples
Columns: sentence_0 and sentence_1
Approximate statistics based on the first 1000 samples:
sentence_0 sentence_1
type string string
details
min: 26 tokens
mean: 44.9 tokens
max: 87 tokens

min: 21 tokens
mean: 106.64 tokens
max: 128 tokens

	sentence_0	sentence_1
type	string	string
details	min: 26 tokens mean: 44.9 tokens max: 87 tokens	min: 21 tokens mean: 106.64 tokens max: 128 tokens

Samples:

sentence_0	sentence_1
`I'm looking for a spooky mask that can enhance my costume for a Halloween event. It should have a unique design, feature some lighting effects, and come with hair, suitable for adults.`	`Title: Scary Clown Mask for Penny It Cosplay Costume Halloween Led Light Up Joker Mask with Hair Latex Horror Adult Mask Party Props Descripion: ['This clown costume mask for adults is available in a standard size that fits most adults and teens and is perfect for Halloween, themed parties, haunted houses, and more. Does not include shoes or costume. Care for this 100% latex mask with attached synthetic polyester hair']`
`I'm looking for a festive accessory set to celebrate a special birthday. It should include a stylish decorative piece that can be adjusted for comfort and a fun headpiece that adds a touch of sparkle, perfect for both intimate gatherings and lively celebrations.`	Title: Birthday Queen Sash & Rhinestone Headband Set - Silver Glitter Birthday Sash Birthday Gifts for Women Birthday Party Supplies Descripion: ['"Birthday Queen" sash & rhinestone headband set ↑ No need to keep looking...it's the ultimate birthday party gifts set! ✓ Silver glitter sash + black lettering looks great on Instagram. Make the birthday queen feel special and stand out from the crowd. ✓ It's party tested and approved...will last day into night! Not only perfect for the cozy birthday parties with family but also for the crazy night at Vegas. ✓ No size trouble + Comfortable wearing: Sash can be adjust by clip on to fit from all type body figure. Headband can sit comfortably on the head and the letters are large enough to be clearly identifiable We had so much fun designing this birthday gifts set, we hope they add just as much fun to your parties too. Get the sash and headband at the same time and be prepare for the birthday celebration!']
`I'm looking for a cozy and stylish outerwear option for the colder months, ideally with a hood and a playful design. It should be warm and plush, perfect for layering, and have a comfortable fit.`	Title: OutTop Sherpa Jacket Women Fall Winter Plush Warm Hooded Stripe Color Block Thicken Warm Fleece Coats Parka Outwear Descripion: ['Package Include:1 PC Coats' '===========================================================================' 'SIZE TABLE' ': International standard : 1 inch = 2.54 cm☺' "Size:S____US:4____Bust:100cm/39.37''____Sleeve:56.5cm/22.24''____Length:88cm/34.65''" "Size:M____US:6____Bust:105cm/41.34''____Sleeve:57cm/22.44''____Length:89cm/35.04''" "Size:L____US:8____Bust:110cm/43.31''____Sleeve:57.5cm/22.64''____Length:90cm/35.43''" "Size:XL____US:10____Bust:115cm/45.28''____Sleeve:58cm/22.83''____Length:91cm/35.83''" "Size:XXL____US:12____Bust:120cm/47.24''____Sleeve:58.5cm/23.03''____Length:92cm/36.22''" "Size:XXXL____US:14____Bust:125cm/49.21''____Sleeve:59cm/23.23''____Length:93cm/36.61''" "Size:XXXXL____US:16____Bust:130cm/51.18''____Sleeve:59.5cm/23.43''____Length:94cm/37.01''" "Size:XXXXXL____US:18____Bust:135cm/53.15''____Sleeve:60cm/23.62''____Length:95cm/37.40''" '===========================================================================' 'Any questions, please feel free to contact us.☺☺' 'Delivery:' 'Standard express would take 7-20 days to deliver. Expedited express need 5-7 days.☺☺']

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "scale": 20.0,
    "similarity_fct": "cos_sim"
}

Training Hyperparameters

Non-Default Hyperparameters

per_device_train_batch_size: 128
per_device_eval_batch_size: 128
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: 128
per_device_eval_batch_size: 128
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
gradient_accumulation_steps: 1
eval_accumulation_steps: None
torch_empty_cache_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
eval_on_start: False
use_liger_kernel: False
eval_use_gather_object: False
batch_sampler: batch_sampler
multi_dataset_batch_sampler: round_robin

Framework Versions

Python: 3.11.11
Sentence Transformers: 3.1.1
Transformers: 4.45.2
PyTorch: 2.5.1+cu121
Accelerate: 1.2.1
Datasets: 3.2.0
Tokenizers: 0.20.3

Citation

BibTeX

Sentence Transformers

@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",
}

MultipleNegativesRankingLoss

@misc{henderson2017efficient,
    title={Efficient Natural Language Response Suggestion for Smart Reply},
    author={Matthew Henderson and Rami Al-Rfou and Brian Strope and Yun-hsuan Sung and Laszlo Lukacs and Ruiqi Guo and Sanjiv Kumar and Balint Miklos and Ray Kurzweil},
    year={2017},
    eprint={1705.00652},
    archivePrefix={arXiv},
    primaryClass={cs.CL}
}