Add new SentenceTransformer model.
Browse files- 1_Pooling/config.json +10 -0
- README.md +628 -0
- config.json +26 -0
- config_sentence_transformers.json +10 -0
- model.safetensors +3 -0
- modules.json +20 -0
- sentence_bert_config.json +4 -0
- special_tokens_map.json +37 -0
- tokenizer.json +0 -0
- tokenizer_config.json +55 -0
- vocab.txt +0 -0
1_Pooling/config.json
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{
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"word_embedding_dimension": 768,
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"pooling_mode_cls_token": false,
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"pooling_mode_mean_tokens": true,
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"pooling_mode_max_tokens": false,
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"pooling_mode_mean_sqrt_len_tokens": false,
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"pooling_mode_weightedmean_tokens": false,
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"pooling_mode_lasttoken": false,
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"include_prompt": true
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}
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README.md
ADDED
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1 |
+
---
|
2 |
+
base_model: intfloat/e5-base-v2
|
3 |
+
datasets: []
|
4 |
+
language: []
|
5 |
+
library_name: sentence-transformers
|
6 |
+
pipeline_tag: sentence-similarity
|
7 |
+
tags:
|
8 |
+
- sentence-transformers
|
9 |
+
- sentence-similarity
|
10 |
+
- feature-extraction
|
11 |
+
- generated_from_trainer
|
12 |
+
- dataset_size:3200
|
13 |
+
- loss:ContrastiveTensionLoss
|
14 |
+
widget:
|
15 |
+
- source_sentence: simple modern disney princess kids water bottle with straw lid reusable
|
16 |
+
insulated stainless steel cup for girls school summit collection oz princess
|
17 |
+
rainbows double wall insulation keeps beverages at ideal temperatures for hours
|
18 |
+
leakproof when the nozzle is in the closed position not recommended for hot or
|
19 |
+
carbonated beverages bpafree and dishwasher safe on the top rack cupholder friendly
|
20 |
+
oz bottles fit most cupholders limited lifetime warranty patent pending
|
21 |
+
sentences:
|
22 |
+
- cosrx low ph good morning gel cleanser daily mild face cleanser for sensitive
|
23 |
+
skin with bha teatree oil ph balancing korean skincare flozml low ph good morning
|
24 |
+
gel cleanser cleanse daily with this gentle and effective gel type cleanser day
|
25 |
+
and night removing impurities while strengthening your skin barrier cleanse for
|
26 |
+
a luminous day and silky night while refining the skin texture the cleanser will
|
27 |
+
help cleanse with no stripping great for all skin types wake up to a firmerlooking
|
28 |
+
skin while letting it rest clean during the night key ingredients ph balanced
|
29 |
+
teatree oil and bha to soothe and strengthen for luminous and clear skin inspired
|
30 |
+
by skins natural ph level following your skins slightly acidic natural ph level
|
31 |
+
this cleanser helps balance your skin and protect it from troublecausing irritants
|
32 |
+
cosrx standards all cosrx products are formulated with skinfriendly ingredients
|
33 |
+
that alleviate irritated skin hypoallergenic dermatologist tested animal testingfree
|
34 |
+
parabensfree sulfatesfree phthalatesfree
|
35 |
+
- ' packsfor iphone headphones wired earbuds earphones nosie reduction builtin microphone volume
|
36 |
+
control headsets compatible with iphone xrxsxsepropro maxsupport all ios system
|
37 |
+
headphones excellent compatibility compatibility with all lightning connector
|
38 |
+
devices headphone are widely support with iphone plus propro max pro pro max
|
39 |
+
propro max pro pro maxsexs maxxxrdesigned specifically for mobile phones with
|
40 |
+
builtin decoding chip perfectly support with all ios systems highquality soundthe
|
41 |
+
iphone earbuds uses copper core to provide lossless digital sound quality supports
|
42 |
+
khz and bit audio output ensuring sound transmission stability and fidelity allowing
|
43 |
+
you to better immerse yourself in the world of music during exercise enjoy the
|
44 |
+
servicewe are committed to providing satisfactory service to all our customers
|
45 |
+
uarantee to make sure every order you place is a great experience and that any
|
46 |
+
questions heisted to contact us we quickly resolve any concerns you might have
|
47 |
+
connection method you need to first open bluetth on your phone then insert the
|
48 |
+
headset into the iphone a popup window will appear in a few seconds you need to
|
49 |
+
click connect with icloud the second or later insertion of the phone will automatically
|
50 |
+
connect ergonomic design ergonomic noise reduction inear headphones using highquality
|
51 |
+
materials minimize the noise in the surrounding environment and bring you a better
|
52 |
+
music experience it is suitable for your daily work study and sports use wearing
|
53 |
+
it for a long time will not make you feel uncomfortable in your ears'
|
54 |
+
- 'straw visor hat for women adjustable foldable beach uv sun protection packable
|
55 |
+
hats wide brim allowing a ponytail or braid '
|
56 |
+
- source_sentence: popsockets phone wallet with expanding grip and adapter ring for
|
57 |
+
magsafe phone card holder wireless charging compatible wallet compatible with
|
58 |
+
magsafe black our durable popsockets wallet we call our popwallet is a sleek
|
59 |
+
and secure way to carry your cards along with your phone with an attached phone
|
60 |
+
grip you can avoid phone drops and kickstand your phone onthego includes our adapter
|
61 |
+
ring for magsafe to upgrade your androidpixeliphone case or any nonmagsafe case
|
62 |
+
to magsafe to unlock the power of snap on magsafe accessories wirelessly charge
|
63 |
+
your phone by simply sliding off the magnetic phone wallet and setting on a wireless
|
64 |
+
charging stand the magnetic popsockets wallet can hold up to three cards that
|
65 |
+
are shielded from the magnets while inside the phone case wallet popsockets phone
|
66 |
+
wallet is compatible with popsockets s mounts and cases for magsafe wireless chargers
|
67 |
+
and nonpopsockets cases compatible with magsafe
|
68 |
+
sentences:
|
69 |
+
- dog gate for stairs pet gates for the house dogs screen mesh gate for doorways
|
70 |
+
stairways indoor safety inches tall inch wide easy to install this dog gate
|
71 |
+
measures x inches and is a perfect fit for gate widths ranging from to inches
|
72 |
+
installing this magic pet gate is a breeze simply attach four hooks on both sides
|
73 |
+
of the gate and utilize the four elastic hooks on the mesh gate to effectively
|
74 |
+
secure the gate in place dog safety mesh gates our mesh gates are suitable for
|
75 |
+
most dogs and can be used as isolation gates to provide a secure and enclosed
|
76 |
+
environment for you and your family to play and rest with your furry friends they
|
77 |
+
are also great for keeping pets in specific locations to prevent them from running
|
78 |
+
around helping your pets develop good habits upgraded material our pet gate uses
|
79 |
+
highquality hook materials and damagefree tape ensuring a firm hold on the pet
|
80 |
+
net without breaking off the net itself is made from highquality tensile fiber
|
81 |
+
which can withstand pets grasping and biting without damage versatile usage our
|
82 |
+
pet gate can be used in a variety of settings including staircases doors corridors
|
83 |
+
aisles and even near fireplaces the included hooks can be firmly fixed to flat
|
84 |
+
solid walls or wooden railings making installation a breeze please note that this
|
85 |
+
gate is not suitable for use on wallpaper wet walls dusty surfaces or rugged walls
|
86 |
+
quality guarantee you will receive a magic pet gate four hooks and an installation
|
87 |
+
instruction manual we offer a lifetime warranty and full refund if for any reason
|
88 |
+
you are not satisfied with your purchase
|
89 |
+
- water bottle organizer for cabinet water bottle storage organizer packs water
|
90 |
+
bottle storage rack water bottle holder for cabinet stackable water bottle storage
|
91 |
+
rack stackable design water bottle organizer adopts a stackable designdimension xx
|
92 |
+
inch space saving water bottle storage rack fit most pantry cabinets refrigerators
|
93 |
+
highquality materials bottle organizer is made of enduring and clear bpa free
|
94 |
+
shatterresistant plastic waterproof and sturdy easy to install no tools required
|
95 |
+
just connect bottle organizer for cabinets within minutes benefits any problem
|
96 |
+
with product please feel free to contact us
|
97 |
+
- roydx non stick healthy ceramic cookware setlarge stockpot with steamerstainless
|
98 |
+
steel pot set with detachable handles pfoapfas free for all stovesfamily partyspace
|
99 |
+
savinginduction oven safe natural ceramic nonstick new arrivalsroydxs ultrasmooth
|
100 |
+
nonstick cookware only requires less oil or butter for cooking and cleans spotlessly
|
101 |
+
with minimal scrubbing bringing you a healthier easier kitchen experience large
|
102 |
+
capacity pot for familyroydx quart stock pot is ideal for large batch cooking
|
103 |
+
and boiling blanching braising and soup making its wide bottom allows for the
|
104 |
+
sauting of ingredients before the addition of liquids for soups and stews its
|
105 |
+
perfect for parties and large family gettogethers healthy nontoxic all roydx
|
106 |
+
pots and pans sets are free of ptfe pfoa pfas lead cadmium and other toxic materials
|
107 |
+
that can leach into your food making them safe for you with your family and the
|
108 |
+
environment ply impact bonded base even heatingthe professional triple layer
|
109 |
+
construction features a pure aluminium core with a polished stainless steel finish
|
110 |
+
for a beautiful look thermal surround technology provides even heat to the bottom
|
111 |
+
and side walls of the cooker space saving multipurpose thanks to removable handles
|
112 |
+
you can stack the pans and pots inone and keep your kitchen tidyroydx nonstick
|
113 |
+
cookware set are portable and easy to move to the oven table and frige which are
|
114 |
+
perfect for home cooking shared house dormitory camping and rv compatible with
|
115 |
+
all stove dishwasher safe stainless steel induction ready baseit is also suitable
|
116 |
+
for gas stoves electric stoves ceramic stoves halogen stoves dishwashersovens
|
117 |
+
stainless steel pan safe up to f nonstick fryingpan safe up to whats in the boxthis
|
118 |
+
set includes everything you need to get started right out of the box includingqt
|
119 |
+
sauce panqt saute panqt stockpot with steamerfrypanremovable handlepot protectorsfridge
|
120 |
+
storage lidsglass lid with silicone ringsilicone spatulasteak clipsegg beaters
|
121 |
+
service warranty roydx pans are backed by a lifetime manufacturers warranty except
|
122 |
+
for commercial and restaurant use please feel free to contact us at any time and
|
123 |
+
we will be happy to assist you
|
124 |
+
- source_sentence: leobro disposable shower caps pcs shower caps shower cap for women
|
125 |
+
waterproof disposable clear plastic shower cap for women thick plastic caps for
|
126 |
+
hair treatment regular size inch pcs thick plastic shower caps set of pcs inch
|
127 |
+
disposable shower caps made of high quality plastic thick not easy to be ripped
|
128 |
+
and reusable plastic hair caps large quantity serve you for a long time premium
|
129 |
+
elastic bath caps the perimeter of the elastic band is cm inch without stretching cm inch
|
130 |
+
stretched great shower caps keep hair well without being too tight and slipping
|
131 |
+
fits most hair styles and sizes and wont overstretch after used comfortable shower
|
132 |
+
caps quality shower caps odorless and without impurities elastic and roomy comfortable
|
133 |
+
for wearing waterproof plastic shower caps well protect against water dust mud
|
134 |
+
friction keep your hair dry clean and tidy easy to store carry contracted shower
|
135 |
+
cap every plastic hair cap is folded into a small stick soft and pretty light
|
136 |
+
well save storage space and great for carrying portable terrific disposable shower
|
137 |
+
caps for travel multipurpose shower caps fantastic large disposable shower caps
|
138 |
+
for women men girl perfect plastic caps for hair treatment hair deep conditioning
|
139 |
+
hair dyeing organize and protect your hair when doing face care spa salon having
|
140 |
+
spray tan cooking cleaning house painting wall ideal guest supplies for hotel
|
141 |
+
beauty salon workshop also great choice for covering food like fruit and dough
|
142 |
+
shoes hat bicycle seat remote control and so on
|
143 |
+
sentences:
|
144 |
+
- m auto stop electric mason jar vacuum sealer upgrade smart jar vacuum sealer
|
145 |
+
for mason jars with wide and regular mouth canning jar lids portable mason jar
|
146 |
+
sealer machine kit new upgraded m autostop vacuum work our mason jar sealer upgrade
|
147 |
+
from two buttons to work with one button no need for manual pressing place the
|
148 |
+
mason jar vacuum sealer kit at the center and firmly press it onto the jar lid
|
149 |
+
just press the button when the vacuum work is completed our mason jar vacuum will
|
150 |
+
stop working automatically no need to stop manually musthave mason vacuum kit
|
151 |
+
small appliances for your kitchen our vacuum sealer for jars come with automatic
|
152 |
+
electric mason vacuum sealer five wide mouth and five regular mouth canning lids
|
153 |
+
for mason jars one cap opener for jars usb charging and user guide complimentary label
|
154 |
+
stickers to record the date and name of food storage highperformance motor stronger
|
155 |
+
suction our mason jar vacuum sealer solving the issue of not having enough suction
|
156 |
+
power to handle large bottle caps and creating a vacuum environment sealing in
|
157 |
+
flavor nutritional value and freshness in time extended food storage led large
|
158 |
+
screen and lasting work upgrade high capacity battery it only take a hours and
|
159 |
+
can vacuum about canning jars our jar vacuum sealer for mason jars built in led
|
160 |
+
display for watching the sealing processit will automatically display the negative
|
161 |
+
pressure value the vacuum seal for mason jars will automatically stop working
|
162 |
+
when have done portable mason vacuum jars kit use in confidence vacuum sealer
|
163 |
+
for jars is made of abs plastic and foodgrade silicone doublelayer sealing silicone
|
164 |
+
ring can help the jar vacuum sealer for sealing more easier this compact rechargeable
|
165 |
+
jar sealer vacuum sealing is cordless and portable it is an great ideal canning
|
166 |
+
gifts for family housewife
|
167 |
+
- hello bello extra gentle unscented baby wipes plant based made with water and
|
168 |
+
aloe for babies and kids count ultramighty for big messes ultragentle for sensitive
|
169 |
+
skin fragrancefree for sensitive skin includes ct packets of fragrancefree baby
|
170 |
+
wipes for newborns and infants hello bello believes in giving back and has donated
|
171 |
+
over million diapers and a heckuva lot of wipes and care products to parents
|
172 |
+
in need
|
173 |
+
- hot pink sequin backdrop panels ftxft photo backdrop curtains glitter background
|
174 |
+
for wedding party stage decorations fuchsia backdrop curtain the total area covered
|
175 |
+
by sequins backdrop is ft long x ft widtheach package contains packs ft x ft
|
176 |
+
party sequin backdropwith a inch rod pocket on the top for easy hanging wedding
|
177 |
+
photo backdropthe fuchsia backdrop is made of mm round high density sequins material
|
178 |
+
with mesh fabric backingall sides over locked with folded and hemmed edgessequins
|
179 |
+
are not easy to drop seamless sequin photography backdropits one piece togetherbackdrop
|
180 |
+
for partieswedding backdropbridal and baby shower backdropbirthday backdropphotoshoot
|
181 |
+
backdrop and more care instructionsdry clean only do not machine wash and iron
|
182 |
+
to avoid sequins falling off please fold and put back in the bag after you have
|
183 |
+
used the background cloth you can use it many times durable photo booth backdrop
|
184 |
+
applicable placethe hot pink backdrop are wonderful finishing touch for any theme
|
185 |
+
partyyou can use it for home banquets bars indoor and outdoor parties decoration
|
186 |
+
etc
|
187 |
+
- source_sentence: open ear headphones open ear headphones open ear headphones open
|
188 |
+
ear headphones open ear headphones open ear headphones
|
189 |
+
sentences:
|
190 |
+
- in car phone holder mount extreme terrain stability dashboard windshield air vent
|
191 |
+
double metal hook cell phone holders for your car for iphone samsung all smartphones all
|
192 |
+
car model in ultimate car mountleading in innovation we introduce our eagerly
|
193 |
+
awaited car phone holder featuring a rotating suction base for easy sidetoside
|
194 |
+
adjustments without reinstallation our unique double hook metal clip protects
|
195 |
+
air vents from scratches and offers unparalleled stability enhancing your devices
|
196 |
+
security by be among the first to experience these industryleading features unrivaled
|
197 |
+
adhesion stabilityfeaturing a layer highviscosity reusable nano gel with a unique
|
198 |
+
powerful airpressure valve that enables acmezing cell phone car mount to handle pounds
|
199 |
+
loads and extreme temperatures f to f whether youre in floridas heat or alaskas
|
200 |
+
cold this phone mount for car securely sticks in your cockpit without any risk
|
201 |
+
of melting or warping simply wash with water to restore adhesion leaving no damage
|
202 |
+
or marks during removal or installation industry firstdouble metal clipour phone
|
203 |
+
holder car comes with double metal hook that provides a larger contact area and
|
204 |
+
extends up to cm in length with its double hook metal clip and double triangle
|
205 |
+
structure it offers more than times the stability compared to the conventional
|
206 |
+
clip this ensures absolute stability even during sudden stops sharp turns and
|
207 |
+
bumpy rides our snap adjustment feature prevents blade sagging making the air
|
208 |
+
conditioner deliver air in the right direction effortless installation compatibilitystreamline
|
209 |
+
your driving experience with our iphone car mount fast easy and hasslefree phone
|
210 |
+
attachment and detachment in a click simplify complexity enjoy your journey the
|
211 |
+
up and down position adjustable holder design is built to not obstruct headphone
|
212 |
+
and charging cables as well as volume and power buttons compatible with of car
|
213 |
+
models and fits smartphones from to inches including thick cases its a musthave
|
214 |
+
for your journey uncompromising quality unwavering supportacmezing is dedicated
|
215 |
+
to customer satisfaction committed to providing trusted products like our car
|
216 |
+
phone holder mount and professional custom customer service for everyone who seeks
|
217 |
+
a highquality lifestyle we solemnly promise a month free product warranty if
|
218 |
+
you have any productrelated questions we will patiently listen and respond proactively
|
219 |
+
within hours your voice is important and we look forward to communicating with
|
220 |
+
you in depth
|
221 |
+
- sheamoisture curl enhancing smoothie hair cream for thick curly hair coconut and
|
222 |
+
hibiscus sulfate free and paraben free curl cream oz sheamoisture coconut and
|
223 |
+
hibiscus curl enhancing smoothie is the best hair cream and forming cream hair
|
224 |
+
product for thick curly hair this styling cream for curl definition and is perfect
|
225 |
+
for frizz control plus it smoothes hair for a soft silky feel and bouncy curls
|
226 |
+
restores moisture creates brilliant shine and conditions hair without weighing
|
227 |
+
it down sheamoistures hair cream for women or mens styling cream provides curl
|
228 |
+
definition bounce and frizz control this curly hair product is infused with coconut
|
229 |
+
oil silk protein and neem oil to add brilliant shine our hair product is the perfect
|
230 |
+
hair cream for curls sheamoisture hair cream and styling cream is formulated with
|
231 |
+
no silicone no sulfates no parabens no phthalates no mineral oil or petrolatum
|
232 |
+
- bunk bed ladder safety cover bunk bed ladder pads to prevent kids from climbing
|
233 |
+
ladders black bunk bed ladder lock suitable for most ladders block the child to
|
234 |
+
climb bunk bed ladder cover provide an effective barrier that effectively stops
|
235 |
+
babies from climbing the ladder on their own without parental care avoiding fall
|
236 |
+
accidents and ensuring the safety of your baby while playing robust and durable
|
237 |
+
materialsthe use of strong pp board as the inner liner the outer layer of heavyduty
|
238 |
+
d waterproof oxford cloth package lightweight and not easy to deform the material
|
239 |
+
is strong and durable odorless suitable for most laddersour bunk bed ladder pad
|
240 |
+
measures xin and is designed for kids bunk bed ladders at the same time you can
|
241 |
+
also use on the normal ladders play ground ladders gymnastic hall retail stores
|
242 |
+
garden house ladders trampoline ladders and any similar sized ladders easy to
|
243 |
+
install and storebunk bed ladder locks have six adjustable length safety buckles
|
244 |
+
when in use just need to fasten and adjust to the right length when not in use
|
245 |
+
can be folded storage will not take up a lot of space
|
246 |
+
- source_sentence: 'baby hip carrier doctor recommendedbaby waist carrier hip seat
|
247 |
+
all body typestoddler carrier for lbs ergonomiceasy to put on ideal for handsfree
|
248 |
+
parentinglumbar support grey approved by orthopedic doctors baby hip carrier is
|
249 |
+
approved by orthopedic doctors ensuring safe and healthy baby carrying it puts
|
250 |
+
your babys hips in the pediatricrecommended m position reducing painful spine
|
251 |
+
curvature for both babies and grownups adaptable and longlastingtrexbabe hip seat
|
252 |
+
grows with your little one it is suitable for newborns up to yearold toddlers
|
253 |
+
or lbs with four positions available feeding side carrying front facing and
|
254 |
+
face to face you can easily adapt the carrier to your babys needs as they grow
|
255 |
+
the baby carrier with hip seat provides additional support and comfort for both
|
256 |
+
you and your baby back pain relief for caregiversour hip seat carrier is thoughtfully
|
257 |
+
designed to distribute your babys weight evenly across your hips and waist relieving
|
258 |
+
pressure on your back and shoulders say goodbye to backache and discomfort as
|
259 |
+
our hip seat carrier for baby provides the support you need for longlasting comfort
|
260 |
+
during extended outings or daily tasks the baby holder carrier is designed to
|
261 |
+
prioritize your comfort as well lightweight large storageweighing less than pound
|
262 |
+
the baby waist carrier hip seat is lightweight and convenient it also doubles
|
263 |
+
as a diaper bag with large storage pockets eliminating the need for an extra bulky
|
264 |
+
bag you can conveniently carry essential items such as diapers wipes and bottles
|
265 |
+
while keeping your hands free the hip seat carrier offers a practical solution
|
266 |
+
for parents on the go breathable machine washable the soft and breathable fabric
|
267 |
+
of our hip carrier allows for easy airflow ensuring your baby stays cool and comfortable
|
268 |
+
the hip baby carrier is designed with both comfort and convenience in mind providing
|
269 |
+
a breathable and easytoclean option for parents '
|
270 |
+
sentences:
|
271 |
+
- patriotic tablecloth round inch th of july table cloth washable spillproof wrinkle
|
272 |
+
free blue red white independence day holiday fabric table cover for indoor outdoor
|
273 |
+
kitchen dinning round tables material polyester waterproof and spillproof fabric
|
274 |
+
durablesoft stain resistantshrinkresistant and easy cleaning featurethis round
|
275 |
+
patriotic tablecloth use fabric of water resistantstain resistanteasy cleaningcan
|
276 |
+
use both indoor and outdoors size the round july th tablecloth measures inch
|
277 |
+
cmin diameter and the tablecloth would fits a inch table occasion you can use
|
278 |
+
indoor and outdoorespecially for bbqs parties picnicshost backyardholiday gatherings
|
279 |
+
dinner with families and friends easy to care machine wash cold separately gentle
|
280 |
+
cycle tumble dry low low iron if needed or spot with a damp cloth or sponge for
|
281 |
+
simple cleanup
|
282 |
+
- gurunanda teeth whitening strips treatments with strips professional enamelsafe
|
283 |
+
strips for sensitive teeth nonslip dry strip technology hydrogen peroxides whitening
|
284 |
+
magic penetrates tooth enamel helping to break down stains discoloration while
|
285 |
+
coconuts soothing touch minimizes sensitivity ensuring a gentle whitening experience
|
286 |
+
our strips offer superior adhesion for hasslefree application stay put for up
|
287 |
+
to hours for effective whiter teeth for best results avoid eating sleeping or
|
288 |
+
smoking while using the strips apply the strips daily for minutes see visible
|
289 |
+
results in days our kit consists of strips professional express for treatments
|
290 |
+
covering both upper lower teeth for whitening experience noticeable effects in
|
291 |
+
just day with our express whitening strips apply for minutes daily to instantly
|
292 |
+
brighten your smile use at home office during travelanytime anywhere our easytopeeloff
|
293 |
+
strips effectively remove hard stains from coffee wine and smoking our product
|
294 |
+
is enamelsafe vegan and crafted in an fdaregistered facility for a secure dental
|
295 |
+
care routine
|
296 |
+
- gifts for friends woman birthday gifts friendship gifts for women friends bestie
|
297 |
+
bff thank you gifts for best friend her recipe for a special friend cutting board
|
298 |
+
gift friend gifts for women special words and lovely elements on the best friend
|
299 |
+
cutting board could immediately deliver your appreciation and love to your best
|
300 |
+
friend friend gifts for her bff birthday gifts for best friends female friend
|
301 |
+
gifts for women friend friendship birthday gifts for women bestie gifts gift for
|
302 |
+
friends female on christmas thanksgiving day graduation appreciation week or other
|
303 |
+
festival friendship gifts for women friends it is unique kitchen gifts for women
|
304 |
+
friend best friend soul sister female friend bestie to share in good times and
|
305 |
+
create good memories every glance at this birthday gifts for women friendship
|
306 |
+
will remind your friends of the precious and happy time youve spent together in
|
307 |
+
office or daily life which is a distinctive way to commemorate your friendship
|
308 |
+
women friends giftsmmade of high quality bamboo material our kitchen cutting boards
|
309 |
+
are polished multiple times for a smooth surface and rounded edges and are finished
|
310 |
+
with our proprietary foodsafe blend of oils each board has a unique wood grain
|
311 |
+
the cutting boards are durable and resistant to stains and excess moisture put
|
312 |
+
a smile on someones faces it measures l x w x h the carefully crafted cutting
|
313 |
+
boards are both beautiful and functional and can be displayed in the kitchen as
|
314 |
+
an excellent decorative piece or used on a daily basis every time someone look
|
315 |
+
at the cutting board you sent while cooking she will feel your love through the
|
316 |
+
warm words on the cutting board eyecatching decorations its perfect for any occasion
|
317 |
+
from birthdays to weddings housewarmings to christmas day and more as a functional
|
318 |
+
piece of art its perfect for anyone who enjoys hosting guests cooking and a tasteful
|
319 |
+
decorative cutting board in the kitchen add visual appeal to your dining table
|
320 |
+
with these functional art pieces it can hold steaks fruits or dinners and can
|
321 |
+
also be used as a dessert plate cheese board and grill board
|
322 |
+
---
|
323 |
+
|
324 |
+
# SentenceTransformer based on intfloat/e5-base-v2
|
325 |
+
|
326 |
+
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.
|
327 |
+
|
328 |
+
## Model Details
|
329 |
+
|
330 |
+
### Model Description
|
331 |
+
- **Model Type:** Sentence Transformer
|
332 |
+
- **Base model:** [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2) <!-- at revision 1c644c92ad3ba1efdad3f1451a637716616a20e8 -->
|
333 |
+
- **Maximum Sequence Length:** 512 tokens
|
334 |
+
- **Output Dimensionality:** 768 tokens
|
335 |
+
- **Similarity Function:** Cosine Similarity
|
336 |
+
<!-- - **Training Dataset:** Unknown -->
|
337 |
+
<!-- - **Language:** Unknown -->
|
338 |
+
<!-- - **License:** Unknown -->
|
339 |
+
|
340 |
+
### Model Sources
|
341 |
+
|
342 |
+
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
|
343 |
+
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
|
344 |
+
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
|
345 |
+
|
346 |
+
### Full Model Architecture
|
347 |
+
|
348 |
+
```
|
349 |
+
SentenceTransformer(
|
350 |
+
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel
|
351 |
+
(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})
|
352 |
+
(2): Normalize()
|
353 |
+
)
|
354 |
+
```
|
355 |
+
|
356 |
+
## Usage
|
357 |
+
|
358 |
+
### Direct Usage (Sentence Transformers)
|
359 |
+
|
360 |
+
First install the Sentence Transformers library:
|
361 |
+
|
362 |
+
```bash
|
363 |
+
pip install -U sentence-transformers
|
364 |
+
```
|
365 |
+
|
366 |
+
Then you can load this model and run inference.
|
367 |
+
```python
|
368 |
+
from sentence_transformers import SentenceTransformer
|
369 |
+
|
370 |
+
# Download from the 🤗 Hub
|
371 |
+
model = SentenceTransformer("wjunwei/ecommerce_text_embedding_retrieval")
|
372 |
+
# Run inference
|
373 |
+
sentences = [
|
374 |
+
'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 ',
|
375 |
+
'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',
|
376 |
+
'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',
|
377 |
+
]
|
378 |
+
embeddings = model.encode(sentences)
|
379 |
+
print(embeddings.shape)
|
380 |
+
# [3, 768]
|
381 |
+
|
382 |
+
# Get the similarity scores for the embeddings
|
383 |
+
similarities = model.similarity(embeddings, embeddings)
|
384 |
+
print(similarities.shape)
|
385 |
+
# [3, 3]
|
386 |
+
```
|
387 |
+
|
388 |
+
<!--
|
389 |
+
### Direct Usage (Transformers)
|
390 |
+
|
391 |
+
<details><summary>Click to see the direct usage in Transformers</summary>
|
392 |
+
|
393 |
+
</details>
|
394 |
+
-->
|
395 |
+
|
396 |
+
<!--
|
397 |
+
### Downstream Usage (Sentence Transformers)
|
398 |
+
|
399 |
+
You can finetune this model on your own dataset.
|
400 |
+
|
401 |
+
<details><summary>Click to expand</summary>
|
402 |
+
|
403 |
+
</details>
|
404 |
+
-->
|
405 |
+
|
406 |
+
<!--
|
407 |
+
### Out-of-Scope Use
|
408 |
+
|
409 |
+
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
|
410 |
+
-->
|
411 |
+
|
412 |
+
<!--
|
413 |
+
## Bias, Risks and Limitations
|
414 |
+
|
415 |
+
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
|
416 |
+
-->
|
417 |
+
|
418 |
+
<!--
|
419 |
+
### Recommendations
|
420 |
+
|
421 |
+
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
|
422 |
+
-->
|
423 |
+
|
424 |
+
## Training Details
|
425 |
+
|
426 |
+
### Training Dataset
|
427 |
+
|
428 |
+
#### Unnamed Dataset
|
429 |
+
|
430 |
+
|
431 |
+
* Size: 3,200 training samples
|
432 |
+
* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
|
433 |
+
* Approximate statistics based on the first 1000 samples:
|
434 |
+
| | sentence_0 | sentence_1 | label |
|
435 |
+
|:--------|:------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------|
|
436 |
+
| type | string | string | int |
|
437 |
+
| 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> |
|
438 |
+
* Samples:
|
439 |
+
| sentence_0 | sentence_1 | label |
|
440 |
+
|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
|
441 |
+
| <code>usb c to lightning cable pack ft apple mfi certified iphone fast charger fast charging type c to lightning cable for iphone pro max xr xs and more quality and servicegherel usb c to lightning cable feet long convenient to charge your device in bedroom sofa office travel even if you are in the back seat of the car if you have any questions please feel free to contact us our service team will provide you with a satisfactory solution within hours apple mfi certified gherel apple mfi certified usb to lightning cableguaranteed no popup warning messages these iphone fast charger cables use the newest c lightning end design for fast charging which can safely and quickly charge your iphone device nylon braided the usb c to lightning cable is braided with nylon material for extra protection and durability braided nylon insulation and precision layered welded connectors make the cable more durable stronger and tanglefree than regular iphone charger cables rigorously tested over bends to withstand daily connection demands and longterm use quick charge data syncthe iphone charging cable adopts the latest mfi c lightning end which is specially designed for fast power supply which can charge your phone fast its charging speed is faster than ordinary lightning cables it also supports data transfer speeds of up to mbps to easily transfer music photos and files between iphone and macbook in seconds compatibilityusb c to iphone cable supports pd fast chargefor iphone pro pro max mini pro pro max mini pro pro maxxs maxxsxrx plus and iphone plus etc note you will need a usbc port wall charger for fast charging</code> | <code>usb c to lightning cable pack ft apple mfi certified iphone fast charger fast charging type c to lightning cable for iphone pro max xr xs and more quality and servicegherel usb c to lightning cable feet long convenient to charge your device in bedroom sofa office travel even if you are in the back seat of the car if you have any questions please feel free to contact us our service team will provide you with a satisfactory solution within hours apple mfi certified gherel apple mfi certified usb to lightning cableguaranteed no popup warning messages these iphone fast charger cables use the newest c lightning end design for fast charging which can safely and quickly charge your iphone device nylon braided the usb c to lightning cable is braided with nylon material for extra protection and durability braided nylon insulation and precision layered welded connectors make the cable more durable stronger and tanglefree than regular iphone charger cables rigorously tested over bends to withstand daily connection demands and longterm use quick charge data syncthe iphone charging cable adopts the latest mfi c lightning end which is specially designed for fast power supply which can charge your phone fast its charging speed is faster than ordinary lightning cables it also supports data transfer speeds of up to mbps to easily transfer music photos and files between iphone and macbook in seconds compatibilityusb c to iphone cable supports pd fast chargefor iphone pro pro max mini pro pro max mini pro pro maxxs maxxsxrx plus and iphone plus etc note you will need a usbc port wall charger for fast charging</code> | <code>1</code> |
|
442 |
+
| <code>pelican protector pack apple airtag holder air tag case with m adhesive sticker rugged shockproof airtag cover hidden airtag holder stick on mount for travel luggage bike car remote black protective apple airtag holders our expertly designed apple airtag case securely holds your airtags with notches that amplify sound for easier detection through your iphone the apple tag holder fits snugly with an audible click is discreet is heavy duty to withstand movements vibrations ensuring your airtags stay secure whether biking traveling or running errands this pelican case air tag cover keeps your airtags hidden secure making it perfect for all your tracking needs premiumbuilt apple air tag case protect your air tags in style with our toptier air tags holder crafted from rugged pelican hard cases designed to withstand daily wear tear our airtags pack holder offers durability a perfect fit for your device the scratchresistant shockproof material of this itag holder ensures durability against bumps drops scratches upgrade your protection with our sleek pelican airtag holder blending lightweight design with reliable security robust m grip secure your apple airtags confidently with the true m supreme adhesive mount our adhesive airtag holder integrates the m vhb ensuring a strong grip on any smooth hard surface even during rigorous activities with precise cutouts discreet design our airtags case offers fulldevice protection without bulk use this apple tag case as an airtag holder for kids airtag holder for luggage airtag holder for car bike airtag holder or simply as an airtag holder for remote stick track done the pelican air tags case simplifies tracking by sticking onto hard surfaces of bikes electronics luggage backpacks drones cameras cars for efficient iphone gps tracking this makes our airtag holder pack set an essential accessory for vacations cruises travel more for best adhesion clean the surface before applying the apple airtag cover directly simplify setup with our innovative airtag holders that securely lock in place without tools or screws pelicanwarrantybacked quality explore our airtag case pack mounts from the protector series tailored specifically for apple airtags backed by a year warranty for peace of mind pelicans established protection legacy since extends to its air tag cases making them the top choice among divers firefighters police military personnel photographers worldwide questions about our apple tag holder please feel free to reach out</code> | <code>white backdrop curtains panels ft x ft photo polyester backdrop drapes for wedding party background decorations white backdrop curtains package including panels ft width by ft height polyester backdrop covering a total area of ft width by ft heightplease allow errors of ft polyester backdrop material made of high quality and wrinklefree polyester fabric with a inches rod pocket on the top for easy draping or hanging straight easy handling and carry wedding photo backdrop elegant display this party backdrop is perfect to create beautiful folds or leave it flowing loose onto the floor add a very soft beautiful romantic touch to your stage at any events photography background widely use perfect for weddings party stages ceremony receptions bridal and baby showers birthdays curtains products photo shoot portrait shooting youtube photo studio halloween daily use and other special decoration easy cleaning instructions this backdrop curtains is cleaned easily you can wipe the surface with a damp cloth its best to hand wash with warm water or machine wash in the gentle cycle with laundry bag no bleach lay flat or hang to dry can be used over and over again</code> | <code>0</code> |
|
443 |
+
| <code>zealsea sheet mask skin care pack of beauty facial mask spa face mask birthday party gifts women men kids girls hydrate brighten moisturizesoothe for all skin types safe and effective ingredients zealsea facial sheet masks skincare with the most natural and active ingredients like aloe green tea honey vc orange avocado pomegranate and coffee face masks contains natural ingredients such as collagen and fruit extract that helps seal moisture in a safest way suitable for kids girls and women who need a safe way for skin care hydrated skin rich essence the premium natural adultkids skin care perfectly covers by curved area on face and make the skin evenly absorb the essence the mask brighten and hydrate the skin with hyaluronic acid and multivitamin essencethey are moderate thickness and not easily deformed gold proportion essence are nonsticky and instantly hydrates and refreshes highest quality cotton mask cloth our beauty face mask guarantee the highest quality the face masks skincare will be the best choice for your daily skin care using cotton mask cloth which is soft enough the mask does not fall the liquid essence will not drop and every drop of essence will not be wasted suitable for all skin types whatever your skin type is dry combination acne prone tired or aging our pack face sheet mask are your best choice oil alcohol free nonirritating for all skin types not contain talc paraben silicone synthetic color triethanolamine sodium sulfate bht benzophenonecrueltyfree veganfriendly if you have any problem with our products pls contact us we offer days free exchange or refund skincare facial mask beauty gift our face mask packs come in a minimum quantity of making each order a small spa party for you and your loved ones and it is good spa gifts for women family spa gift birthday party gift for herteengirls kids spa day party girls night best of holiday gifts and also refresh yourlifestyle after crazy party last night you can relax in a metime to get in your comfort zone destress urban damage</code> | <code>security camera wireless outdoor way talk battery powered wifi cameras for outside and indoor p night vision ai motion detection spotlight siren alarm ip weatherproof p hd security camera live video and full color night vision wideangle lens p ultrahd quality wifi camera dual light source night vision camera fullcolor night vision and infrared night vision are twoway options excellent lens and exquisite picture quality a wireless outdoor security camera will not miss a single detail not support g wifi wireless security camera and rechargeable battery wifi cam wireless outdoor camera with a builtin high performance rechargeable battery its a true lowpower consumption security camera for the home no need for any wires can be installed wherever you want indoor and outdoor scenes at a glance easy to install can adjust the angle or dismantle at will only work with ghz wifi intelligent pir motion detection and instant alerts security camera has a builtin infrared motion detection sensor any indication of movement within the target range will instantly send a notification to your phone via the vicohome app customizable monitoring range twoway talk and intelligent alarm builtin microphone and speaker no matter where you are you can talk to visitors couriers or callers at any time flashing white lights and sirens will drive away unwanted visitors the pir motion detection of the bullet camera is also triggered to record free day video history cloud storage and ip waterproof wireless security camera has dual storage mode support sd card and cloud storage double guarantee for your video free rolling past day cloud storage a day free trial of advanced features including upgraded cloud memory ai recognition and custom alarm areas the wireless security cam is protected by ip weatherproof technology secures your home despite rain snow and shine only work with ghz wifi</code> | <code>0</code> |
|
444 |
+
* Loss: [<code>ContrastiveTensionLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastivetensionloss)
|
445 |
+
|
446 |
+
### Training Hyperparameters
|
447 |
+
#### Non-Default Hyperparameters
|
448 |
+
|
449 |
+
- `num_train_epochs`: 5
|
450 |
+
- `multi_dataset_batch_sampler`: round_robin
|
451 |
+
|
452 |
+
#### All Hyperparameters
|
453 |
+
<details><summary>Click to expand</summary>
|
454 |
+
|
455 |
+
- `overwrite_output_dir`: False
|
456 |
+
- `do_predict`: False
|
457 |
+
- `eval_strategy`: no
|
458 |
+
- `prediction_loss_only`: True
|
459 |
+
- `per_device_train_batch_size`: 8
|
460 |
+
- `per_device_eval_batch_size`: 8
|
461 |
+
- `per_gpu_train_batch_size`: None
|
462 |
+
- `per_gpu_eval_batch_size`: None
|
463 |
+
- `gradient_accumulation_steps`: 1
|
464 |
+
- `eval_accumulation_steps`: None
|
465 |
+
- `learning_rate`: 5e-05
|
466 |
+
- `weight_decay`: 0.0
|
467 |
+
- `adam_beta1`: 0.9
|
468 |
+
- `adam_beta2`: 0.999
|
469 |
+
- `adam_epsilon`: 1e-08
|
470 |
+
- `max_grad_norm`: 1
|
471 |
+
- `num_train_epochs`: 5
|
472 |
+
- `max_steps`: -1
|
473 |
+
- `lr_scheduler_type`: linear
|
474 |
+
- `lr_scheduler_kwargs`: {}
|
475 |
+
- `warmup_ratio`: 0.0
|
476 |
+
- `warmup_steps`: 0
|
477 |
+
- `log_level`: passive
|
478 |
+
- `log_level_replica`: warning
|
479 |
+
- `log_on_each_node`: True
|
480 |
+
- `logging_nan_inf_filter`: True
|
481 |
+
- `save_safetensors`: True
|
482 |
+
- `save_on_each_node`: False
|
483 |
+
- `save_only_model`: False
|
484 |
+
- `restore_callback_states_from_checkpoint`: False
|
485 |
+
- `no_cuda`: False
|
486 |
+
- `use_cpu`: False
|
487 |
+
- `use_mps_device`: False
|
488 |
+
- `seed`: 42
|
489 |
+
- `data_seed`: None
|
490 |
+
- `jit_mode_eval`: False
|
491 |
+
- `use_ipex`: False
|
492 |
+
- `bf16`: False
|
493 |
+
- `fp16`: False
|
494 |
+
- `fp16_opt_level`: O1
|
495 |
+
- `half_precision_backend`: auto
|
496 |
+
- `bf16_full_eval`: False
|
497 |
+
- `fp16_full_eval`: False
|
498 |
+
- `tf32`: None
|
499 |
+
- `local_rank`: 0
|
500 |
+
- `ddp_backend`: None
|
501 |
+
- `tpu_num_cores`: None
|
502 |
+
- `tpu_metrics_debug`: False
|
503 |
+
- `debug`: []
|
504 |
+
- `dataloader_drop_last`: False
|
505 |
+
- `dataloader_num_workers`: 0
|
506 |
+
- `dataloader_prefetch_factor`: None
|
507 |
+
- `past_index`: -1
|
508 |
+
- `disable_tqdm`: False
|
509 |
+
- `remove_unused_columns`: True
|
510 |
+
- `label_names`: None
|
511 |
+
- `load_best_model_at_end`: False
|
512 |
+
- `ignore_data_skip`: False
|
513 |
+
- `fsdp`: []
|
514 |
+
- `fsdp_min_num_params`: 0
|
515 |
+
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
|
516 |
+
- `fsdp_transformer_layer_cls_to_wrap`: None
|
517 |
+
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
|
518 |
+
- `deepspeed`: None
|
519 |
+
- `label_smoothing_factor`: 0.0
|
520 |
+
- `optim`: adamw_torch
|
521 |
+
- `optim_args`: None
|
522 |
+
- `adafactor`: False
|
523 |
+
- `group_by_length`: False
|
524 |
+
- `length_column_name`: length
|
525 |
+
- `ddp_find_unused_parameters`: None
|
526 |
+
- `ddp_bucket_cap_mb`: None
|
527 |
+
- `ddp_broadcast_buffers`: False
|
528 |
+
- `dataloader_pin_memory`: True
|
529 |
+
- `dataloader_persistent_workers`: False
|
530 |
+
- `skip_memory_metrics`: True
|
531 |
+
- `use_legacy_prediction_loop`: False
|
532 |
+
- `push_to_hub`: False
|
533 |
+
- `resume_from_checkpoint`: None
|
534 |
+
- `hub_model_id`: None
|
535 |
+
- `hub_strategy`: every_save
|
536 |
+
- `hub_private_repo`: False
|
537 |
+
- `hub_always_push`: False
|
538 |
+
- `gradient_checkpointing`: False
|
539 |
+
- `gradient_checkpointing_kwargs`: None
|
540 |
+
- `include_inputs_for_metrics`: False
|
541 |
+
- `eval_do_concat_batches`: True
|
542 |
+
- `fp16_backend`: auto
|
543 |
+
- `push_to_hub_model_id`: None
|
544 |
+
- `push_to_hub_organization`: None
|
545 |
+
- `mp_parameters`:
|
546 |
+
- `auto_find_batch_size`: False
|
547 |
+
- `full_determinism`: False
|
548 |
+
- `torchdynamo`: None
|
549 |
+
- `ray_scope`: last
|
550 |
+
- `ddp_timeout`: 1800
|
551 |
+
- `torch_compile`: False
|
552 |
+
- `torch_compile_backend`: None
|
553 |
+
- `torch_compile_mode`: None
|
554 |
+
- `dispatch_batches`: None
|
555 |
+
- `split_batches`: None
|
556 |
+
- `include_tokens_per_second`: False
|
557 |
+
- `include_num_input_tokens_seen`: False
|
558 |
+
- `neftune_noise_alpha`: None
|
559 |
+
- `optim_target_modules`: None
|
560 |
+
- `batch_eval_metrics`: False
|
561 |
+
- `batch_sampler`: batch_sampler
|
562 |
+
- `multi_dataset_batch_sampler`: round_robin
|
563 |
+
|
564 |
+
</details>
|
565 |
+
|
566 |
+
### Training Logs
|
567 |
+
| Epoch | Step | Training Loss |
|
568 |
+
|:-----:|:----:|:-------------:|
|
569 |
+
| 1.25 | 500 | 7.8285 |
|
570 |
+
| 2.5 | 1000 | 4.1509 |
|
571 |
+
| 3.75 | 1500 | 3.685 |
|
572 |
+
| 5.0 | 2000 | 3.6183 |
|
573 |
+
|
574 |
+
|
575 |
+
### Framework Versions
|
576 |
+
- Python: 3.10.12
|
577 |
+
- Sentence Transformers: 3.0.1
|
578 |
+
- Transformers: 4.41.2
|
579 |
+
- PyTorch: 2.3.0+cu121
|
580 |
+
- Accelerate: 0.31.0
|
581 |
+
- Datasets: 2.20.0
|
582 |
+
- Tokenizers: 0.19.1
|
583 |
+
|
584 |
+
## Citation
|
585 |
+
|
586 |
+
### BibTeX
|
587 |
+
|
588 |
+
#### Sentence Transformers
|
589 |
+
```bibtex
|
590 |
+
@inproceedings{reimers-2019-sentence-bert,
|
591 |
+
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
|
592 |
+
author = "Reimers, Nils and Gurevych, Iryna",
|
593 |
+
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
|
594 |
+
month = "11",
|
595 |
+
year = "2019",
|
596 |
+
publisher = "Association for Computational Linguistics",
|
597 |
+
url = "https://arxiv.org/abs/1908.10084",
|
598 |
+
}
|
599 |
+
```
|
600 |
+
|
601 |
+
#### ContrastiveTensionLoss
|
602 |
+
```bibtex
|
603 |
+
@inproceedings{carlsson2021semantic,
|
604 |
+
title={Semantic Re-tuning with Contrastive Tension},
|
605 |
+
author={Fredrik Carlsson and Amaru Cuba Gyllensten and Evangelia Gogoulou and Erik Ylip{"a}{"a} Hellqvist and Magnus Sahlgren},
|
606 |
+
booktitle={International Conference on Learning Representations},
|
607 |
+
year={2021},
|
608 |
+
url={https://openreview.net/forum?id=Ov_sMNau-PF}
|
609 |
+
}
|
610 |
+
```
|
611 |
+
|
612 |
+
<!--
|
613 |
+
## Glossary
|
614 |
+
|
615 |
+
*Clearly define terms in order to be accessible across audiences.*
|
616 |
+
-->
|
617 |
+
|
618 |
+
<!--
|
619 |
+
## Model Card Authors
|
620 |
+
|
621 |
+
*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
|
622 |
+
-->
|
623 |
+
|
624 |
+
<!--
|
625 |
+
## Model Card Contact
|
626 |
+
|
627 |
+
*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
|
628 |
+
-->
|
config.json
ADDED
@@ -0,0 +1,26 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"_name_or_path": "intfloat/e5-base-v2",
|
3 |
+
"architectures": [
|
4 |
+
"BertModel"
|
5 |
+
],
|
6 |
+
"attention_probs_dropout_prob": 0.1,
|
7 |
+
"classifier_dropout": null,
|
8 |
+
"gradient_checkpointing": false,
|
9 |
+
"hidden_act": "gelu",
|
10 |
+
"hidden_dropout_prob": 0.1,
|
11 |
+
"hidden_size": 768,
|
12 |
+
"initializer_range": 0.02,
|
13 |
+
"intermediate_size": 3072,
|
14 |
+
"layer_norm_eps": 1e-12,
|
15 |
+
"max_position_embeddings": 512,
|
16 |
+
"model_type": "bert",
|
17 |
+
"num_attention_heads": 12,
|
18 |
+
"num_hidden_layers": 12,
|
19 |
+
"pad_token_id": 0,
|
20 |
+
"position_embedding_type": "absolute",
|
21 |
+
"torch_dtype": "float32",
|
22 |
+
"transformers_version": "4.41.2",
|
23 |
+
"type_vocab_size": 2,
|
24 |
+
"use_cache": true,
|
25 |
+
"vocab_size": 30522
|
26 |
+
}
|
config_sentence_transformers.json
ADDED
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"__version__": {
|
3 |
+
"sentence_transformers": "3.0.1",
|
4 |
+
"transformers": "4.41.2",
|
5 |
+
"pytorch": "2.3.0+cu121"
|
6 |
+
},
|
7 |
+
"prompts": {},
|
8 |
+
"default_prompt_name": null,
|
9 |
+
"similarity_fn_name": null
|
10 |
+
}
|
model.safetensors
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:13cc3823ae85c429ddc6c3143dbbef6058b712d6c789e353718568ede300d65c
|
3 |
+
size 437951328
|
modules.json
ADDED
@@ -0,0 +1,20 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
[
|
2 |
+
{
|
3 |
+
"idx": 0,
|
4 |
+
"name": "0",
|
5 |
+
"path": "",
|
6 |
+
"type": "sentence_transformers.models.Transformer"
|
7 |
+
},
|
8 |
+
{
|
9 |
+
"idx": 1,
|
10 |
+
"name": "1",
|
11 |
+
"path": "1_Pooling",
|
12 |
+
"type": "sentence_transformers.models.Pooling"
|
13 |
+
},
|
14 |
+
{
|
15 |
+
"idx": 2,
|
16 |
+
"name": "2",
|
17 |
+
"path": "2_Normalize",
|
18 |
+
"type": "sentence_transformers.models.Normalize"
|
19 |
+
}
|
20 |
+
]
|
sentence_bert_config.json
ADDED
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"max_seq_length": 512,
|
3 |
+
"do_lower_case": false
|
4 |
+
}
|
special_tokens_map.json
ADDED
@@ -0,0 +1,37 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"cls_token": {
|
3 |
+
"content": "[CLS]",
|
4 |
+
"lstrip": false,
|
5 |
+
"normalized": false,
|
6 |
+
"rstrip": false,
|
7 |
+
"single_word": false
|
8 |
+
},
|
9 |
+
"mask_token": {
|
10 |
+
"content": "[MASK]",
|
11 |
+
"lstrip": false,
|
12 |
+
"normalized": false,
|
13 |
+
"rstrip": false,
|
14 |
+
"single_word": false
|
15 |
+
},
|
16 |
+
"pad_token": {
|
17 |
+
"content": "[PAD]",
|
18 |
+
"lstrip": false,
|
19 |
+
"normalized": false,
|
20 |
+
"rstrip": false,
|
21 |
+
"single_word": false
|
22 |
+
},
|
23 |
+
"sep_token": {
|
24 |
+
"content": "[SEP]",
|
25 |
+
"lstrip": false,
|
26 |
+
"normalized": false,
|
27 |
+
"rstrip": false,
|
28 |
+
"single_word": false
|
29 |
+
},
|
30 |
+
"unk_token": {
|
31 |
+
"content": "[UNK]",
|
32 |
+
"lstrip": false,
|
33 |
+
"normalized": false,
|
34 |
+
"rstrip": false,
|
35 |
+
"single_word": false
|
36 |
+
}
|
37 |
+
}
|
tokenizer.json
ADDED
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tokenizer_config.json
ADDED
@@ -0,0 +1,55 @@
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|
1 |
+
{
|
2 |
+
"added_tokens_decoder": {
|
3 |
+
"0": {
|
4 |
+
"content": "[PAD]",
|
5 |
+
"lstrip": false,
|
6 |
+
"normalized": false,
|
7 |
+
"rstrip": false,
|
8 |
+
"single_word": false,
|
9 |
+
"special": true
|
10 |
+
},
|
11 |
+
"100": {
|
12 |
+
"content": "[UNK]",
|
13 |
+
"lstrip": false,
|
14 |
+
"normalized": false,
|
15 |
+
"rstrip": false,
|
16 |
+
"single_word": false,
|
17 |
+
"special": true
|
18 |
+
},
|
19 |
+
"101": {
|
20 |
+
"content": "[CLS]",
|
21 |
+
"lstrip": false,
|
22 |
+
"normalized": false,
|
23 |
+
"rstrip": false,
|
24 |
+
"single_word": false,
|
25 |
+
"special": true
|
26 |
+
},
|
27 |
+
"102": {
|
28 |
+
"content": "[SEP]",
|
29 |
+
"lstrip": false,
|
30 |
+
"normalized": false,
|
31 |
+
"rstrip": false,
|
32 |
+
"single_word": false,
|
33 |
+
"special": true
|
34 |
+
},
|
35 |
+
"103": {
|
36 |
+
"content": "[MASK]",
|
37 |
+
"lstrip": false,
|
38 |
+
"normalized": false,
|
39 |
+
"rstrip": false,
|
40 |
+
"single_word": false,
|
41 |
+
"special": true
|
42 |
+
}
|
43 |
+
},
|
44 |
+
"clean_up_tokenization_spaces": true,
|
45 |
+
"cls_token": "[CLS]",
|
46 |
+
"do_lower_case": true,
|
47 |
+
"mask_token": "[MASK]",
|
48 |
+
"model_max_length": 512,
|
49 |
+
"pad_token": "[PAD]",
|
50 |
+
"sep_token": "[SEP]",
|
51 |
+
"strip_accents": null,
|
52 |
+
"tokenize_chinese_chars": true,
|
53 |
+
"tokenizer_class": "BertTokenizer",
|
54 |
+
"unk_token": "[UNK]"
|
55 |
+
}
|
vocab.txt
ADDED
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|