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---
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
- ' packsfor iphone headphones wired earbuds earphones nosie reduction builtin microphone volume
control headsets compatible with iphone xrxsxsepropro maxsupport all ios system
headphones excellent compatibility compatibility with all lightning connector
devices headphone are widely support with iphone plus propro max pro pro max
propro max pro pro maxsexs maxxxrdesigned specifically for mobile phones with
builtin decoding chip perfectly support with all ios systems highquality soundthe
iphone earbuds uses copper core to provide lossless digital sound quality supports
khz and bit audio output ensuring sound transmission stability and fidelity allowing
you to better immerse yourself in the world of music during exercise enjoy the
servicewe are committed to providing satisfactory service to all our customers
uarantee to make sure every order you place is a great experience and that any
questions heisted to contact us we quickly resolve any concerns you might have
connection method you need to first open bluetth on your phone then insert the
headset into the iphone a popup window will appear in a few seconds you need to
click connect with icloud the second or later insertion of the phone will automatically
connect ergonomic design ergonomic noise reduction inear headphones using highquality
materials minimize the noise in the surrounding environment and bring you a better
music experience it is suitable for your daily work study and sports use wearing
it for a long time will not make you feel uncomfortable in your ears'
- '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:
- dog gate for stairs pet gates for the house dogs screen mesh gate for doorways
stairways indoor safety inches tall inch wide easy to install this dog gate
measures x inches and is a perfect fit for gate widths ranging from to inches
installing this magic pet gate is a breeze simply attach four hooks on both sides
of the gate and utilize the four elastic hooks on the mesh gate to effectively
secure the gate in place dog safety mesh gates our mesh gates are suitable for
most dogs and can be used as isolation gates to provide a secure and enclosed
environment for you and your family to play and rest with your furry friends they
are also great for keeping pets in specific locations to prevent them from running
around helping your pets develop good habits upgraded material our pet gate uses
highquality hook materials and damagefree tape ensuring a firm hold on the pet
net without breaking off the net itself is made from highquality tensile fiber
which can withstand pets grasping and biting without damage versatile usage our
pet gate can be used in a variety of settings including staircases doors corridors
aisles and even near fireplaces the included hooks can be firmly fixed to flat
solid walls or wooden railings making installation a breeze please note that this
gate is not suitable for use on wallpaper wet walls dusty surfaces or rugged walls
quality guarantee you will receive a magic pet gate four hooks and an installation
instruction manual we offer a lifetime warranty and full refund if for any reason
you are not satisfied with your purchase
- water bottle organizer for cabinet water bottle storage organizer packs water
bottle storage rack water bottle holder for cabinet stackable water bottle storage
rack stackable design water bottle organizer adopts a stackable designdimension xx
inch space saving water bottle storage rack fit most pantry cabinets refrigerators
highquality materials bottle organizer is made of enduring and clear bpa free
shatterresistant plastic waterproof and sturdy easy to install no tools required
just connect bottle organizer for cabinets within minutes benefits any problem
with product please feel free to contact us
- roydx non stick healthy ceramic cookware setlarge stockpot with steamerstainless
steel pot set with detachable handles pfoapfas free for all stovesfamily partyspace
savinginduction oven safe natural ceramic nonstick new arrivalsroydxs ultrasmooth
nonstick cookware only requires less oil or butter for cooking and cleans spotlessly
with minimal scrubbing bringing you a healthier easier kitchen experience large
capacity pot for familyroydx quart stock pot is ideal for large batch cooking
and boiling blanching braising and soup making its wide bottom allows for the
sauting of ingredients before the addition of liquids for soups and stews its
perfect for parties and large family gettogethers healthy nontoxic all roydx
pots and pans sets are free of ptfe pfoa pfas lead cadmium and other toxic materials
that can leach into your food making them safe for you with your family and the
environment ply impact bonded base even heatingthe professional triple layer
construction features a pure aluminium core with a polished stainless steel finish
for a beautiful look thermal surround technology provides even heat to the bottom
and side walls of the cooker space saving multipurpose thanks to removable handles
you can stack the pans and pots inone and keep your kitchen tidyroydx nonstick
cookware set are portable and easy to move to the oven table and frige which are
perfect for home cooking shared house dormitory camping and rv compatible with
all stove dishwasher safe stainless steel induction ready baseit is also suitable
for gas stoves electric stoves ceramic stoves halogen stoves dishwashersovens
stainless steel pan safe up to f nonstick fryingpan safe up to whats in the boxthis
set includes everything you need to get started right out of the box includingqt
sauce panqt saute panqt stockpot with steamerfrypanremovable handlepot protectorsfridge
storage lidsglass lid with silicone ringsilicone spatulasteak clipsegg beaters
service warranty roydx pans are backed by a lifetime manufacturers warranty except
for commercial and restaurant use please feel free to contact us at any time and
we will be happy to assist you
- 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:
- m auto stop electric mason jar vacuum sealer upgrade smart jar vacuum sealer
for mason jars with wide and regular mouth canning jar lids portable mason jar
sealer machine kit new upgraded m autostop vacuum work our mason jar sealer upgrade
from two buttons to work with one button no need for manual pressing place the
mason jar vacuum sealer kit at the center and firmly press it onto the jar lid
just press the button when the vacuum work is completed our mason jar vacuum will
stop working automatically no need to stop manually musthave mason vacuum kit
small appliances for your kitchen our vacuum sealer for jars come with automatic
electric mason vacuum sealer five wide mouth and five regular mouth canning lids
for mason jars one cap opener for jars usb charging and user guide complimentary label
stickers to record the date and name of food storage highperformance motor stronger
suction our mason jar vacuum sealer solving the issue of not having enough suction
power to handle large bottle caps and creating a vacuum environment sealing in
flavor nutritional value and freshness in time extended food storage led large
screen and lasting work upgrade high capacity battery it only take a hours and
can vacuum about canning jars our jar vacuum sealer for mason jars built in led
display for watching the sealing processit will automatically display the negative
pressure value the vacuum seal for mason jars will automatically stop working
when have done portable mason vacuum jars kit use in confidence vacuum sealer
for jars is made of abs plastic and foodgrade silicone doublelayer sealing silicone
ring can help the jar vacuum sealer for sealing more easier this compact rechargeable
jar sealer vacuum sealing is cordless and portable it is an great ideal canning
gifts for family housewife
- hello bello extra gentle unscented baby wipes plant based made with water and
aloe for babies and kids count ultramighty for big messes ultragentle for sensitive
skin fragrancefree for sensitive skin includes ct packets of fragrancefree baby
wipes for newborns and infants hello bello believes in giving back and has donated
over million diapers and a heckuva lot of wipes and care products to parents
in need
- hot pink sequin backdrop panels ftxft photo backdrop curtains glitter background
for wedding party stage decorations fuchsia backdrop curtain the total area covered
by sequins backdrop is ft long x ft widtheach package contains packs ft x ft
party sequin backdropwith a inch rod pocket on the top for easy hanging wedding
photo backdropthe fuchsia backdrop is made of mm round high density sequins material
with mesh fabric backingall sides over locked with folded and hemmed edgessequins
are not easy to drop seamless sequin photography backdropits one piece togetherbackdrop
for partieswedding backdropbridal and baby shower backdropbirthday backdropphotoshoot
backdrop and more care instructionsdry clean only do not machine wash and iron
to avoid sequins falling off please fold and put back in the bag after you have
used the background cloth you can use it many times durable photo booth backdrop
applicable placethe hot pink backdrop are wonderful finishing touch for any theme
partyyou can use it for home banquets bars indoor and outdoor parties decoration
etc
- 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
- sheamoisture curl enhancing smoothie hair cream for thick curly hair coconut and
hibiscus sulfate free and paraben free curl cream oz sheamoisture coconut and
hibiscus curl enhancing smoothie is the best hair cream and forming cream hair
product for thick curly hair this styling cream for curl definition and is perfect
for frizz control plus it smoothes hair for a soft silky feel and bouncy curls
restores moisture creates brilliant shine and conditions hair without weighing
it down sheamoistures hair cream for women or mens styling cream provides curl
definition bounce and frizz control this curly hair product is infused with coconut
oil silk protein and neem oil to add brilliant shine our hair product is the perfect
hair cream for curls sheamoisture hair cream and styling cream is formulated with
no silicone no sulfates no parabens no phthalates no mineral oil or petrolatum
- bunk bed ladder safety cover bunk bed ladder pads to prevent kids from climbing
ladders black bunk bed ladder lock suitable for most ladders block the child to
climb bunk bed ladder cover provide an effective barrier that effectively stops
babies from climbing the ladder on their own without parental care avoiding fall
accidents and ensuring the safety of your baby while playing robust and durable
materialsthe use of strong pp board as the inner liner the outer layer of heavyduty
d waterproof oxford cloth package lightweight and not easy to deform the material
is strong and durable odorless suitable for most laddersour bunk bed ladder pad
measures xin and is designed for kids bunk bed ladders at the same time you can
also use on the normal ladders play ground ladders gymnastic hall retail stores
garden house ladders trampoline ladders and any similar sized ladders easy to
install and storebunk bed ladder locks have six adjustable length safety buckles
when in use just need to fasten and adjust to the right length when not in use
can be folded storage will not take up a lot of space
- 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) <!-- at revision 1c644c92ad3ba1efdad3f1451a637716616a20e8 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### 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]
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 3,200 training samples
* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 | label |
|:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------|
| type | string | string | int |
| details | <ul><li>min: 8 tokens</li><li>mean: 217.15 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 217.72 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>0: ~87.50%</li><li>1: ~12.50%</li></ul> |
* Samples:
| sentence_0 | sentence_1 | label |
|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
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* Loss: [<code>ContrastiveTensionLoss</code>](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
<details><summary>Click to expand</summary>
- `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
</details>
### 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}
}
```
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