Upload 12 files
Browse files- 1_Pooling/config.json +2 -2
- README.md +129 -229
- config.json +14 -16
- config_sentence_transformers.json +3 -3
- model.safetensors +2 -2
- tokenizer_config.json +2 -2
1_Pooling/config.json
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{
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"word_embedding_dimension": 768,
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"pooling_mode_cls_token":
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"pooling_mode_mean_tokens":
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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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{
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"word_embedding_dimension": 768,
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"pooling_mode_cls_token": true,
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"pooling_mode_mean_tokens": false,
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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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README.md
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- source_sentence: 100% Cotton Throw Blanket for Couch Sofa Bed Outdoors Hypoallergenic
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83"x70" Brown
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sentences:
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From the brand Previous page Cabinet Handles Cabinet Handles Cabinet Hinges Zinc
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Knobs Drawer Pulls Square Cabinet Pulls Zinc Square Cabinet Handles Square Cabinet
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Pulls Cabinet Knobs Cabinet Handles Next page Product Description 5'''' Flat Black
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3'''' Flat Black Installation Template Soft Close Hinge Self-Closing Cabinet Hinges
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Flat Black Knob Total Length 5 inches 3-11/16 inches Center to Center 3 inches
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3 inches Finish Flat Black Flat Black Satin Nickel Flat Black Flat Black Material
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Stainless Steel Zinc Plastic Stainless Steel metal Zinc Package Quantity 1.3.5.10.15.20.25.30.35.40.45.50.55.60
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1.3.5.10.15.20.25.30.35 10,20,30,50,60 10,20,30,50,60 5,10,15,25,30 5'''' Square
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Flat Black 3-3/4'''' Square Flat Black 3'''' Square Flat Black 7-3/8'''' Flat
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Black 6'''' Flat Black 3'''' Flat Blackl Total Length 5-1/2 inches 4-1/4 inches
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3-1/2 inches 7-3/8 inches 6 inches 3-61/64 inches Center to Center 5 inches 3-3/4
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inches 3 inches 5 inches 3-3/4 inches 3 inches Finish Flat Black Flat Black Flat
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Black Flat Black Flat Black Flat Black Material Stainless Steel Stainless Steel
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Stainless Steel Stainless Steel Stainless Steel Zinc Package Quantity 1.3.5.10.15.20.25.30.35.40.45.50.55.60
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1.3.5.10.15.20.25.30.35.40.45.50.55.60 1.3.5.10.15.20.25.30.35.40.45.50.55.60
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1.3.5.10.15.20.25.30.35.40.45.50.55.60 1.3.5.10.15.20.25.30.35.40.45.50.55.60
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5,10,15,25,30 Solid Square Black Cabinet Handle With Square Base 5'''' Flat Black
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Matte Black Kitchen Faucets 6'''' Satin Nickel Satin Nickel Knob Total Length
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5 inches 5-1/2 inches 6 inches Center to Center 3‘’,3.75‘’,5‘’ 3 inches 5 inches
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3-3/4 inches Finish Flat Black Flat Black Flat Black Flat Black Satin Nickel Satin
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Nickel Material Zinc Stainless Steel Stainless Steel Barss Stainless Steel Zinc
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Package Quantity 5.10.15.20.25.30.35.40.50 5,10,15,20,25,30 5,10,15,25,30 2.4.6.12.18.24.32
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5,10,15,25,30 Flat Black & Installation Template 5'''' Square Flat Black Curved
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Flat Black Solid Bow Black 6'''' Satin Nickel Template Total Length 5 inches 6
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inches Center to Center 3'''',3.75'''',5'''' 3 inches Single hole,3'''',3.75'''',5''''
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5 inches 3-3/4 inches Finish Flat Black Flat Black Flat Black Flat Black Satin
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Nickel Material Stainless Steel&plastic Stainless Steel Zinc Zinc Stainless Steel
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Plastic Package Quantity 5.10.15.20.25.30.35.40.45.50.55.60 1.3.5.10.15.20.25.30.35.40.45.50.55.60
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1.3.5.10.15.20.25.30.35.40.45.50.55.60 5.10.15.20.25.30.35.40.45.50.55.60 1.3.5.10.15.20.25.30.35.40.45.50.55.60
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4'''' Black T Bar 6-3/8'''' Flat Black 6''''Flat Black 5" Flat Black Flat Black
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Knob 3'''' Flat Black Total Length 4 inch 6-3/8 inch 5 inch 5 inch 3-1/2 inch
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Center to Center 2-1/2 inch 4 inch 3 inch 3 inch 3 inch Finish Flat Black Flat
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Black Satin Nickel Flat Black Flat Black Flat Black Material Stainless Steel Stainless
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Steel Stainless Steel Stainless Steel Zinc Zinc Package Quantity 5.10.15.25.30
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1.3.5.10.15.20.25.30.35.40.45.50.55.60 1,3,5,10,15,20,25,30,35,40,50,55,60 Pack
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5.10.20.25 5.10.15.20.25.30.35 5.10.15.20.25.30.35 '
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- 'Hanes Men''s 100% Cotton Flannel Plaid Pajama Pant, Black, Small
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sentences:
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body wigs)
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Glove, Pets Silicone Scrubbing Gloves for Shedding, Pet Shower Attachment Supplies
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for Anti-Bite & Anti-Scratch (Pink)
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Product Description KOUSI Portable Shoe Rack Suitable for closet, bedroom, garage
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anywhere. Read more KOUSI Portable Shoe Rack KOUSI Portable Shoe Rack KOUSI Portable
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Shoe Rack KOUSI Portable Shoe Rack Size 48"(W) x 12"(D) x 48"(H) /120cm(W) x 30cm(D)
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x 120cm(H) 48"(W) x 12"(D) x 48"(H) /120cm(W) x 30cm(D) x 120cm(H) 48"(W) x 12"(D)
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x 72"(H) / 120cm(W) x 30cm(D) x 180cm(H) 48"(W) x 12"(D) x 72"(H) / 120cm(W) x
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30cm(D) x 180cm(H) Door White Transparent White Transparent '
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- 'Think Gizmos Take Apart Toy Car For 3 4 5 Year Old Boys & Girls – Fun Toy With
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Working Drill - Build Your Own Car Kit STEM Toy - Realistic Engine Sounds & Lights
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From the brand Previous page Think Gizmos are a leading Toy, Gifts and Gadget
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brand originating from the UK, and now trading in the USA as a US company. You
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may not have heard of us, but you may have seen our products on sale on Amazon
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UK, USA, Germany, France, Italy, Spain, Netherlands, Australia and Canada. Our
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US Amazon store is run by the team in Paramount Zone USA in based out of Dover,
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Delaware. Childrens Toys Visit the Store How did we get our start? Think Gizmos
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was started back in 2005 by the owners of Paramount Zone Ltd. Back then we were
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running a leading E-commerce store, reselling other people''s products. We were
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not happy with some of the quality of the products and decided to launch our own
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brand where we could control the manufacturing and design process. Why do we love
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what we do? We genuinely still enjoy reading all the positive stories from our
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customers about how our products have improved lives. What makes our products
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unique? Well tested products and translated instruction manuals included.. Pogo
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Sticks for Kids Aged 5-10 Aero Advantage Pogo Sticks for kids. Super fun outdoor
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exercise. Next page Product Description Read more Fuel your child''s imagination
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with one of the best take apart construction toys you can buy and keep curious
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minds engaged with the improved Take Apart Toy Racing Car Kit. Budding engineers,
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and those who are mad about four wheels will have hours of fun building their
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own racing car, which once built can be completely taken apart and constructed
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all over again. This detailed 30-piece construction set includes: 5x Car Parts
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6x Car Modification Parts 8x Tires 1x Battery Powered Drill 1x Drill Bit 9x Large
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Screws 2x AA and 2x LG13/LR44 Batteries. VERSION 3 now also includes added access
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to the On/Off Switch. Grown-ups can relax as, unlike other similar take apart
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toys, this updated Version 3 from ThinkGizmos has all parts needed to enjoy the
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toy provided in the box this also includes all batteries for the drill and motor.
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Once constructed the racing car measures 7.5" x 3.5" x 2.5" and is one of the
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most fun and educational toys for any child. Read more The excellent ThinkGizmos
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branded build your own toy comes packaged in an attractive box with user manuals
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in the following languages; English, Spanish, German, French and Italian. The
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manual also includes visual instructions for building the cars. The Construction
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Car is designed to last being made from safe, strong, durable and non-toxic recyclable
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ABS plastic. WOW your little one as they build their very own toy racing car complete
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with realistic sounds and lights. Whilst children build and take apart the TG642
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Racing Car they will not only be having awesome fun, but as a stem toy they will
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also be developing and improving useful life skills such as hand eye co-ordination,
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fine motor skills, patience and problem solving. One of the best take apart construction
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toys you can buy, making this the perfect gift for any child over the age of 3.
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Hours of fun that will also improve any child’s concentration and fine hand skills.
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The construction kit contains small parts and it is advised children, especially
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those under the age of three, are closely supervised when building the racing
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car. Read more Read more '
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- source_sentence: '"Belkin QODE Ultimate Pro Keyboard Case for iPad Air 2 White"'
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sentences:
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- 'Bed Frame with Wooden Headboard,No Box Spring Needed, Heavy Duty Metal Bed,Mattress
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Foundation,Strong Slat Support, Twin XL/Queen/King (Twin XL)
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'
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The Brotherhood of the Blade, The Hand of the Devil, and The Scottich Prisoner]
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Outlander Series Author
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- source_sentence:
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sentences:
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steel casters and 2 360-degree swivel casters for smooth maneuverability. A built-in
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carrying handle allows the floor jack to be lifted quickly for ultimate portability.
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It is compact, light weight and durable and Ideal for most cars, trucks, and SUVs
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for home garage.Capacity: 2.5 TonJack Size: 22.5 x 8.8 x 5.9 inchesMin Height:
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3-3/8"Max Height: 14-7/8"Weight: 33 lbsCarry Handle: YesManufacturer Warranty:
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One YearPro-Lift SG-5625 Low Profile Car Jack is covered with One Year manufacturer
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warranty from the date of the purchase. Product Description Pro Lift SG-5625 is
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2.5 Ton low profile floor jack for car to lift from 3-3/8 inches to 14-7/8 inches.
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It has the maxium capacity of 5000 lbs with the construction of heavy duty steel
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for the long term durability and strength. The trolley jack features a safety
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bypass system prevents over-loading and ensures safe operation. This low profile
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jack for is equipped with 2 large steel casters and 2 360-degree swivel casters
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for smooth maneuverability. A built-in carrying handle allows the floor jack to
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be lifted quickly for ultimate portability. It is compact, light weight and durable
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and Ideal for most cars, trucks, and SUVs for home garage.Capacity: 2.5 TonJack
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Size: 22.5 x 8.8 x 5.9 inchesMin Height: 3-3/8"Max Height: 14-7/8"Weight: 33 lbsCarry
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Handle: YesManufacturer Warranty: One YearPro-Lift SG-5625 Low Profile Car Jack
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is covered with One Year manufacturer warranty from the date of the purchase.From
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the brand Previous page About Pro-Lift Our products have consistently led the
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industry in quality and innovation. Designed after professional-grade equipment
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standards, Pro-Lift is kept under close quality control standards from the factory
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to your home. Our patented products provide your garage with all your maintenance
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needs. Pro-Lift Car Repair Equipment Visit the Store Pro-Lift Car Lifting Jacks
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Visit the Store Pro-Lift Welded Bottle Jacks Visit the Store Pro-Lift Hand Trucks
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Visit the Store Next page From the manufacturer 2.5 Ton Low Profile Floor Jack
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Pro-Lift SG-5625 is 2.5 Ton low profile floor jack for the car to lift from 3-3/8
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inches to 14-7/8 inches. It has the maximum capacity of 5000 lbs with the construction
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of heavy-duty steel for the long term durability and strength. The trolley jack
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features a safety bypass system that prevents overloading and ensures safe operation.
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This low profile jack is equipped with 2 large steel casters and 2 360-degree
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swivel casters for smooth maneuverability. A built-in carrying handle allows the
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floor jack to be lifted quickly for ultimate portability. It is compact, lightweight,
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and durable and ideal for most cars, trucks, and SUVs for home garage. Capacity:
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2.5 Ton Jack Size: 22.5 x 8.8 x 5.9 inches Min Height: 3-3/8" Max Height: 14-7/8"
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Weight: 33 lbs Carry Handle: Yes Widely Recognized Reputation for Quality and
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Service Leader in Hydraulic Lifting Equipment in US and Canada Over 40 Years Meets
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the Industry Standards, ASME/ANSI and more For assistance, please call (888) 332-6419
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2.5 Ton Trolley Jack - Car Hydraulic Jack for Home Garage Shop Low Profile - Gives
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the ability to lift from 3-3/8 inches to 14-7/8 inches 5,000 lbs maximum capacity
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and is constructed with heavy duty steel for the strength and duability. Low Profile
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- gives you the ability to lift from 3-3/8 inches to 14-7/8 inches. The front
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wheels with the rear casters for the maneuverability. The large swivel saddle
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provides you with the easy jack positioning and user safety. Features an overload
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valve bypass system to prevent jack damage and user injury. Patented built-in
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by-pass device protects hydraulic system from over pumping damage. Read more The
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large swivel saddle provides you with the easy jack positioning and user safety
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2.5 Ton capacity - gives you the ability to lift from 3-3/8 inches to 14-7/8 inches.
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Constructed with heavy duty steel featuring front wheels with rear casters for
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the maneuverability. Carry Handle A built-in carrying handle allows the floor
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jack to be lifted quickly for ultimate portability. Read more 3.5 Ton Fast Lift
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Floor Jack 3.5 Ton Speedy Lift Floor Jack 3 Ton Double Pin Jack Stands 6 Ton Double
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Pin Jack Stands Mechanic Set Combo 2 Ton Floor Jack Capacity 3.5 Ton 3.5 Ton 3
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Ton 6 Ton 3 Ton 2 Ton Weight 93 lbs 90 lbs 14 lbs 28 lbs 94 lbs 33 lbs Lifting
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Range 5-1/2" to 22" 5-1/2" to 22" 11-1/4" 16-3/4" 16" to 23-1/2" '
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- 'Hair Cutting Scissors Professional Hair Shears 5.5" - Razor Edged Durable Hair
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Cutting Tools - Handcrafted Barber Scissors in Japanese Stainless Steel - Scissors
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for Hair Cutting Men & Women
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Product Description Parigal - Hair Cutting Scissors Professional Hair Shears 5.5"
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PREMIUM: Handcrafted with Premium Quality Japanese Stainless Steel. Hand-sharpened
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Long Lasting Durable Razor Edges for Smooth and Clean Hair Trimming. Extreme sharp
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razor edges of these hair cutting scissors provides smooth haircut every time
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for long hair cutting sessions. CONVENIENT: For Professional as well as Personal
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Use. Anybody can handle this hair cutting scissor with ease. With an Removable
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Finger Rest you can effortlessly Cut Hair with this scissor to your desire with
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comfort. EASY TO USE: With its perfect size and ease of use, these Hair Cutting
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Scissors can be used by Unisex. And can be used for multi-purposes like Hair Cutting,
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Hair Trimming, Beard Hair Cutting and Mustache Grooming etc. UNIQUE ERGONOMICS:
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Designed with Comfort, Smoothness, Grip and Finger Rest in mind. Perfect Hair
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Cutting Companion for Barbers, Hair Stylists, Salon workers and Hairdressers.
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CONFIDENCE: Parigal is backed by Star Scissors and we are Experienced in Hair
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Cutting Scissors & Professional Salon Hair Cutting Shears 5.5" Razor Edged Highly
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Durable Hair Cutting Scissors Shears Handcrafted with Japanese Stainless Steel.
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Razor Sharp Blades Our Extremely Sharp Blades make a clean cut everytime with
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no Split ends. These Hair Cutting Scissors come sharpened. Just buy and use them,
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Adjustable Plate & Screw Adding to the aestherics our Adjutable Tension Plate
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system gives you complete freedom of adjusting tension of hair scissors to your
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liking. Comfortable Grip Desinged with Comfort and Ergnoomics in Mind. These scisosrs
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provide you with firm and comfortable grip. Reducing fatigue an making it easy
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to use. Soft Rubber Finger Inserts Soft rubber finger inserts along with its comfortable
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design provide a smooth feel, reducing harsh metal friction on fingers. Easing
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pain over long term use. Read more Read more Blade Length 2.25 Inches Size 5.5
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Inches Product Dimensions 5.5 x 2 x 0.25 Inches Material Stainless Steel Finish
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Type Powder Coated Color Black '
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- 'Havaianas Varie Travel Accessory
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'
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---
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@@ -256,7 +153,7 @@ This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps
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<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->
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- **Maximum Sequence Length:** 512 tokens
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- **Output Dimensionality:** 768 tokens
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- **Similarity Function:**
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<!-- - **Training Dataset:** Unknown -->
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| 261 |
<!-- - **Language:** Unknown -->
|
| 262 |
<!-- - **License:** Unknown -->
|
|
@@ -271,8 +168,8 @@ This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps
|
|
| 271 |
|
| 272 |
```
|
| 273 |
SentenceTransformer(
|
| 274 |
-
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model:
|
| 275 |
-
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token':
|
| 276 |
)
|
| 277 |
```
|
| 278 |
|
|
@@ -294,9 +191,9 @@ from sentence_transformers import SentenceTransformer
|
|
| 294 |
model = SentenceTransformer("sentence_transformers_model_id")
|
| 295 |
# Run inference
|
| 296 |
sentences = [
|
| 297 |
-
'
|
| 298 |
-
'
|
| 299 |
-
'
|
| 300 |
]
|
| 301 |
embeddings = model.encode(sentences)
|
| 302 |
print(embeddings.shape)
|
|
@@ -357,26 +254,27 @@ You can finetune this model on your own dataset.
|
|
| 357 |
| | sentence_0 | sentence_1 | sentence_2 |
|
| 358 |
|:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
|
| 359 |
| type | string | string | string |
|
| 360 |
-
| details | <ul><li>min: 7 tokens</li><li>mean: 16.
|
| 361 |
* Samples:
|
| 362 |
-
| sentence_0
|
| 363 |
-
|
| 364 |
-
| <code>
|
| 365 |
-
| <code>
|
| 366 |
-
| <code>
|
| 367 |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
|
| 368 |
```json
|
| 369 |
{
|
| 370 |
"distance_metric": "TripletDistanceMetric.EUCLIDEAN",
|
| 371 |
-
"triplet_margin":
|
| 372 |
}
|
| 373 |
```
|
| 374 |
|
| 375 |
### Training Hyperparameters
|
| 376 |
#### Non-Default Hyperparameters
|
| 377 |
|
| 378 |
-
- `per_device_train_batch_size`:
|
| 379 |
-
- `per_device_eval_batch_size`:
|
|
|
|
| 380 |
- `multi_dataset_batch_sampler`: round_robin
|
| 381 |
|
| 382 |
#### All Hyperparameters
|
|
@@ -386,19 +284,20 @@ You can finetune this model on your own dataset.
|
|
| 386 |
- `do_predict`: False
|
| 387 |
- `eval_strategy`: no
|
| 388 |
- `prediction_loss_only`: True
|
| 389 |
-
- `per_device_train_batch_size`:
|
| 390 |
-
- `per_device_eval_batch_size`:
|
| 391 |
- `per_gpu_train_batch_size`: None
|
| 392 |
- `per_gpu_eval_batch_size`: None
|
| 393 |
- `gradient_accumulation_steps`: 1
|
| 394 |
- `eval_accumulation_steps`: None
|
|
|
|
| 395 |
- `learning_rate`: 5e-05
|
| 396 |
- `weight_decay`: 0.0
|
| 397 |
- `adam_beta1`: 0.9
|
| 398 |
- `adam_beta2`: 0.999
|
| 399 |
- `adam_epsilon`: 1e-08
|
| 400 |
- `max_grad_norm`: 1
|
| 401 |
-
- `num_train_epochs`:
|
| 402 |
- `max_steps`: -1
|
| 403 |
- `lr_scheduler_type`: linear
|
| 404 |
- `lr_scheduler_kwargs`: {}
|
|
@@ -489,6 +388,7 @@ You can finetune this model on your own dataset.
|
|
| 489 |
- `optim_target_modules`: None
|
| 490 |
- `batch_eval_metrics`: False
|
| 491 |
- `eval_on_start`: False
|
|
|
|
| 492 |
- `batch_sampler`: batch_sampler
|
| 493 |
- `multi_dataset_batch_sampler`: round_robin
|
| 494 |
|
|
@@ -497,9 +397,9 @@ You can finetune this model on your own dataset.
|
|
| 497 |
### Framework Versions
|
| 498 |
- Python: 3.10.12
|
| 499 |
- Sentence Transformers: 3.1.1
|
| 500 |
-
- Transformers: 4.
|
| 501 |
-
- PyTorch: 2.
|
| 502 |
-
- Accelerate: 0.
|
| 503 |
- Datasets: 3.0.0
|
| 504 |
- Tokenizers: 0.19.1
|
| 505 |
|
|
|
|
| 12 |
- source_sentence: 100% Cotton Throw Blanket for Couch Sofa Bed Outdoors Hypoallergenic
|
| 13 |
83"x70" Brown
|
| 14 |
sentences:
|
| 15 |
+
- '80''s Lace Headband Costume Accessories for 80s Theme Party, No Headache Neon
|
| 16 |
+
Lace Bow Headband, Set of 4
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
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|
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|
|
|
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|
|
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|
|
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|
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|
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|
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|
| 17 |
|
| 18 |
+
Product Description Read more '
|
| 19 |
- '
|
| 20 |
|
| 21 |
'
|
| 22 |
+
- 'Our Family Recipes Journal
|
| 23 |
+
|
| 24 |
+
'
|
| 25 |
+
- source_sentence: '"Belkin QODE Ultimate Pro Keyboard Case for iPad Air 2 White"'
|
| 26 |
sentences:
|
| 27 |
+
- 'Detectorcatty 18 inch Foil Star Shape Balloon Helium Metallic Birthday Summer
|
| 28 |
+
Outdoor Party Wedding Decor Air Mylar Balloon
|
|
|
|
| 29 |
|
| 30 |
'
|
| 31 |
- '
|
| 32 |
|
| 33 |
'
|
| 34 |
+
- 'iPad Keyboard Case for iPad 2018 (6th Gen) - iPad 2017 (5th Gen) - iPad Pro 9.7
|
| 35 |
+
- iPad Air 2 & 1 - Thin & Light - 360 Rotatable - Wireless/BT - Backlit 10 Color
|
| 36 |
+
- iPad Case with Keyboard (Silver)
|
| 37 |
+
|
| 38 |
+
Product Description Compatibility: iPad Air (Wi-Fi Only) | A1474 : MD785LL/A,
|
| 39 |
+
MD786LL/A, MD787LL/A, MD898LL/A, MD788LL/A, MD789LL/A, MD790LL/A, ME906LL/A iPad
|
| 40 |
+
Air (Wi-Fi/Cellular) | A1475 : ME991LL/A, MF003LL/A, MF009LL/A, MF015LL/A, ME997LL/A,
|
| 41 |
+
MF529LL/A, MF012LL/A, MF018LL/A, MF020LL/A, MF024LL/A, MF026LL/A, MF028LL/A, MF021LL/A,
|
| 42 |
+
MF025LL/A, MF027LL/A, MF029LL/A, MF496LL/A, MF520LL/A, MF534LL/A, MF558LL/A, MF502LL/A,
|
| 43 |
+
MF527LL/A, MF539LL/A, MF563LL/A, ME993LL/A, MF004LL/A, MF010LL/A, MF016LL/A, ME999LL/A,
|
| 44 |
+
MF532LL/A, MF013LL/A, MF019LL/A iPad Air (Wi-Fi/TD-LTE - China) | A1476 : MD785CH/A,
|
| 45 |
+
MD768CH/A, MD787CH/A, ME898CH/A, MD788CH/A, MD789CH/A, MD790CH/A, ME906CH/A iPad
|
| 46 |
+
Air 2 (Wi-Fi Only) | A1566 : MGLW2LL/A, MGKM2LL/A, MGTY2LL/A, MH0W2LL/A, MH182LL/A,
|
| 47 |
+
MH1J2LL/A, MGL12LL/A, MGKL2LL/A, MGTX2LL/A, MNV62LL/A, MNV72LL/A, MNV22LL/A iPad
|
| 48 |
+
Air 2 (Wi-Fi/Cellular) | A1567 : MH2V2LL/A, MH2N2LL/A, MH322LL/A, MH2W2LL/A, MH2P2LL/A,
|
| 49 |
+
MH332LL/A, MH2U2LL/A, MH2M2LL/A, MH312LL/A, MNW22LL/A, MNW32LL/A, MNW12LL/A iPad
|
| 50 |
+
Pro 9.7" (Wi-Fi Only) | A1673 : MLMP2LL/A, MLMW2LL/A, MLN02LL/A, MLMN2LL/A, MLMV2LL/A,
|
| 51 |
+
MLMY2LL/A, MLMQ2LL/A, MLMX2LL/A, MLN12LL/A, MM172LL/A, MM192LL/A, MM1A2LL/A iPad
|
| 52 |
+
Pro 9.7" (Wi-Fi/Cellular) | A1674 : MLPX2LL/A, MLQ42LL/A, MLQ72LL/A, MLPW2LL/A,
|
| 53 |
+
MLQ32LL/A, MLQ62LL/A, MLPY2LL/A, MLQ52LL/A, MLQ82LL/A, MLYJ2LL/A, MLYL2LL/A, MLYM2LL/A
|
| 54 |
+
iPad 9.7" 5th Gen (Wi-Fi Only) | A1822 : MP2G2LL/A, MP2J2LL/A, MPGT2LL/A, MPGW2LL/A,
|
| 55 |
+
MP2F2LL/A, MP2H2LL/A iPad 9.7" 5th Gen (Wi-Fi/Cellular) | A1823 : MP252LL/A, MP2E2LL/A,
|
| 56 |
+
MPGA2LL/A, MPGC2LL/A, MP242LL/A, MP2D2LL/A iPad 9.7" 6th Gen (Wi-Fi Only) | A1893
|
| 57 |
+
: MR7G2LL/A, MR7K2LL/A, MRJN2LL/A, MRJP2LL/A, MR7F2LL/A, MR7J2LL/A iPad 9.7" 6th
|
| 58 |
+
Gen (Wi-Fi/Cellular) | A1954 : MR702LL/A, MR7D2LL/A, MRM52LL/A, MRM82LL/A, MR6Y2LL/A,
|
| 59 |
+
MR7C2LL/A '
|
| 60 |
+
- source_sentence: onlypuff Pocket Shirts for Women Casual
|
| 61 |
+
sentences:
|
| 62 |
+
- 'Womens Hoodies Zip Up Sweatshirt Lightweight Loose Jackets with Pockets Rose
|
| 63 |
+
Red XL
|
| 64 |
|
| 65 |
'
|
| 66 |
+
- 'WOODWORKING FOR BEGINNERS: DIY Project Plans, Step-by-Step Guide to Learn the
|
| 67 |
+
Best Techniques, Tools, Safety Precautions and Tips to Start Your First Projects
|
| 68 |
+
with Illustrations and Much More!
|
|
|
|
|
|
|
| 69 |
|
| 70 |
'
|
| 71 |
+
- 'Roorsily Transparent Face Covering Unisex Face_Shields Integrated Protective
|
| 72 |
+
Glasses Goggles, Male and Female Transparent Face Covering, Kitchen Anti-Sputum,
|
| 73 |
+
Sneeze, and Oil Splash Protection Panels
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
| 74 |
|
| 75 |
'
|
| 76 |
+
- source_sentence: '"XR Extinction Rebellion Rebel For Life T-Shirt"'
|
| 77 |
+
sentences:
|
| 78 |
+
- 'Raw Paws Soft-Tip Pet Grooming Gloves for Dogs & Cats - Cat Deshedding Glove
|
| 79 |
+
- Cat Gloves for Grooming - Horse Grooming Gloves - Dog Deshedding Glove - Cat
|
| 80 |
+
Grooming Glove, Dog Brush Glove for Shedding
|
| 81 |
+
|
| 82 |
+
Product Description Raw Paws dog and cat glove brush for shedding and grooming
|
| 83 |
+
is the perfect solution for your pet hair needs! Regular brushing reduces shedding
|
| 84 |
+
and increases blood circulation, which supports healthy skin and a shiny coat.
|
| 85 |
+
Our glove brush for dogs is gentle enough to feel like a massage to your pet,
|
| 86 |
+
but effective enough to remove excess hair and debris. This is a product you and
|
| 87 |
+
your furry friends will both appreciate! Our pet mitt makes a great pet hair removal
|
| 88 |
+
tool for pets who may not love traditional brushes. You can also use them as grooming
|
| 89 |
+
gloves for rabbits, ferrets and horses, in addition to cats and dogs. Simply put
|
| 90 |
+
on the hair remover mitten, tighten the wrist strap to fit your hand, and pet
|
| 91 |
+
your animal as you normally would. Once the pet brush glove is full of fur, easily
|
| 92 |
+
peel the accumulation of hair from the mitt in one heap and throw it away. Spend
|
| 93 |
+
quality time with your pets while keeping them and your house clean with Raw Paws
|
| 94 |
+
grooming mitts! Raw Paws Pet Food is a family-owned business that believes the
|
| 95 |
+
best chance of having a happy pet is through high quality nutrition and pet supplies.
|
| 96 |
+
That''s why we use only pet-safe materials to make our cat gloves for grooming.
|
| 97 |
+
When you shop with Raw Paws Pet Food you can have peace of mind knowing that you''re
|
| 98 |
+
using high quality pet shedding grooming gloves on your pet! Pet Shedding Grooming
|
| 99 |
+
Gloves FROM OUR FAMILY TO YOURS: We only use responsible and ethical sources,
|
| 100 |
+
so you get the highest-quality products! We hand inspect and ship these pet shedding
|
| 101 |
+
gloves from our own Indianapolis warehouse! EXCELLENT BATH TIME TOOLS: : These
|
| 102 |
+
mitts make great dog bath brush gloves! Use a pet grooming mitt prior to bath
|
| 103 |
+
time to get rid of loose and dirt. During their bath, relax your pet while getting
|
| 104 |
+
them squeaky clean with our dog brushing gloves! PERFECT FOR ALL YOUR PETS: Raw
|
| 105 |
+
Paws animal grooming gloves will work on almost any furry friend in your home
|
| 106 |
+
or on your farm. Use as a ferret brush, rabbit grooming glove or grooming mitt
|
| 107 |
+
for horses. Great for pets with long hair, short hair, curly locks or coarse strands!
|
| 108 |
+
Reduce Shedding Great for Bathing Adjustable Wrist Strap 259 Silicone Tips Gently
|
| 109 |
+
Massage Your Pet Get Hard-to-Reach Places Support Healthy Skin & Coat For Dogs,
|
| 110 |
+
Cats, Rabbits, Horses Read more We are a pet-rescuing and pet-loving organization
|
| 111 |
+
that is committed to green shipping practices as well as maintaining an office
|
| 112 |
+
and warehouse environment that is friendly to the earth. We are a small, family
|
| 113 |
+
owned American company. We support shelters, charities and non-profits. We love
|
| 114 |
+
your pets too! WHY RAW PAWS PET FOOD? I started Raw Paws Pet Food to make it practical,
|
| 115 |
+
affordable and accessible for pet parents to provide their dogs and cats with
|
| 116 |
+
healthy pet food, treats, chews, whole food toppers and supplements. At Raw Paws
|
| 117 |
+
Pet Food, we believe that the best chance of having a happy, healthy pet is through
|
| 118 |
+
high quality nutrition. That''s why we use only fresh, all-natural ingredients
|
| 119 |
+
sourced from responsible and ethical farms. ~Shelli McDonald , Raw Paws Pet Food
|
| 120 |
+
Owner When you shop with Raw Paws Pet Food, you can have peace of mind knowing
|
| 121 |
+
that you''re giving your pet only the best. We strive to ensure that you and your
|
| 122 |
+
pet are truly happy. We stand behind our brand, and value your business. Meeting
|
| 123 |
+
your expectations is our #1 priority. Read more '
|
| 124 |
+
- 'Mens Floral Chakras V-dye T-Shirt, 3XL Vee Rainbow
|
| 125 |
|
| 126 |
'
|
| 127 |
+
- '
|
|
|
|
|
|
|
| 128 |
|
| 129 |
'
|
| 130 |
+
- source_sentence: 100% Cotton Throw Blanket for Couch Sofa Bed Outdoors Hypoallergenic
|
| 131 |
+
83"x70" Brown
|
| 132 |
sentences:
|
| 133 |
+
- 'Chapstick Key Chain Holder with Clip Portable Lip Balm Cloth Holder Case
|
| 134 |
+
|
| 135 |
+
'
|
| 136 |
+
- 'Hetao 100% Cotton Handmade Crochet Round Tablecloth Doilies Lace Table Covers,Beige,
|
| 137 |
+
27 Inch
|
| 138 |
+
|
| 139 |
+
'
|
| 140 |
+
- 'Life Clothing Co. Womens Tops Jade Tie Dye Hoodie (XL)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
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|
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|
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|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
| 141 |
|
| 142 |
'
|
| 143 |
---
|
|
|
|
| 153 |
<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->
|
| 154 |
- **Maximum Sequence Length:** 512 tokens
|
| 155 |
- **Output Dimensionality:** 768 tokens
|
| 156 |
+
- **Similarity Function:** Cosine Similarity
|
| 157 |
<!-- - **Training Dataset:** Unknown -->
|
| 158 |
<!-- - **Language:** Unknown -->
|
| 159 |
<!-- - **License:** Unknown -->
|
|
|
|
| 168 |
|
| 169 |
```
|
| 170 |
SentenceTransformer(
|
| 171 |
+
(0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: DistilBertModel
|
| 172 |
+
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
|
| 173 |
)
|
| 174 |
```
|
| 175 |
|
|
|
|
| 191 |
model = SentenceTransformer("sentence_transformers_model_id")
|
| 192 |
# Run inference
|
| 193 |
sentences = [
|
| 194 |
+
'100% Cotton Throw Blanket for Couch Sofa Bed Outdoors Hypoallergenic 83"x70" Brown',
|
| 195 |
+
'Hetao 100% Cotton Handmade Crochet Round Tablecloth Doilies Lace Table Covers,Beige, 27 Inch\n',
|
| 196 |
+
'Life Clothing Co. Womens Tops Jade Tie Dye Hoodie (XL)\n',
|
| 197 |
]
|
| 198 |
embeddings = model.encode(sentences)
|
| 199 |
print(embeddings.shape)
|
|
|
|
| 254 |
| | sentence_0 | sentence_1 | sentence_2 |
|
| 255 |
|:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
|
| 256 |
| type | string | string | string |
|
| 257 |
+
| details | <ul><li>min: 7 tokens</li><li>mean: 16.37 tokens</li><li>max: 23 tokens</li></ul> | <ul><li>min: 2 tokens</li><li>mean: 161.41 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 2 tokens</li><li>mean: 74.05 tokens</li><li>max: 512 tokens</li></ul> |
|
| 258 |
* Samples:
|
| 259 |
+
| sentence_0 | sentence_1 | sentence_2 |
|
| 260 |
+
|:----------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|
| 261 |
+
| <code>"acrylic lollipop holder cake pop stand with sticks, bags, and twist ties"</code> | <code>Zealax 15pcs Treat Bags Gold Polka Dot Print Drawstring Plastic Party Favors for Cookie Roasting Treat Candy Buffet Gift Wrapping Goodies Package, 4.6 inches x 6.7 inches<br></code> | <code>Twinkle Star Solid Brass Heavy Duty Adjustable Twist Hose Nozzle Jet Sweeper Nozzle, TWIS3231<br>Product Description Shut Off Valve Shut Off Valve Adjustable Hose Nozzle Adjustable Twist Hose Nozzle Jet Sweeper Screw Threads 3/4" 3/4" 3/4" 3/4" 3/4" Shut-Off Valve YES YES YES YES NO Material Brass Brass Brass Brass Brass Package Includes 2 Pack 1 Pack 1 Pack 2 Pack 2 Pack Garden Hose Quick Connect Set Garden Hose Quick Connect Set Hose Caps Double Female Swivel Connectors Double Male Quick Connectors Screw Threads 3/4" 3/4" 3/4" 3/4" 3/4" Material Aluminum Brass Brass Brass Brass Package Includes 4 Sets 4 Sets 4 Pack 2 Pack 2 Pack Specifications: Body Material: Brass Package Includes: 1 x adjustable nozzle, 1 x jet sweeper nozzle. Twinkle Star Solid Brass Heavy Duty Adjustable Twist Hose Nozzle Jet Sweeper Nozzle Heavy-duty solid brass construction. With 4 holes at the tip for maximum pressure and water flow, fitted with O-ring seals at the back and front to prevent any leaks. Twisting barrel to adjusts water from a fine mist to a powerful jet stream. Fits standard garden hose, great for watering gardens, car washing, deck, siding & driveway cleaning and more. Notes: 1. Please choose the correct hose size. 2. To prevent leakage, make sure the jet has rubber ring. 3. If water leaks after a long period of use, please replace with a new washer. Read more Adjustable jet rotates from a light stream to powerful stream. Heavy duty brass 3/4”female thread. Solid brass integral inner core, anti - damage, anti - rust, anti - leakage, durable. Read more </code> |
|
| 262 |
+
| <code>NFL Women's OTS Fleece Hoodie</code> | <code>Ultra Game NFL womens Fleece Hoodie Pullover Sweatshirt Tie Neck<br></code> | <code>Womens Antler Evolution Whitetail Tee Short Sleeve<br></code> |
|
| 263 |
+
| <code>"Belkin QODE Ultimate Pro Keyboard Case for iPad Air 2 White"</code> | <code>iPad Pro Guide<br></code> | <code>Under Armour Boys' Prototype Short<br>From the manufacturer Read more Read more Read more </code> |
|
| 264 |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
|
| 265 |
```json
|
| 266 |
{
|
| 267 |
"distance_metric": "TripletDistanceMetric.EUCLIDEAN",
|
| 268 |
+
"triplet_margin": 25.0
|
| 269 |
}
|
| 270 |
```
|
| 271 |
|
| 272 |
### Training Hyperparameters
|
| 273 |
#### Non-Default Hyperparameters
|
| 274 |
|
| 275 |
+
- `per_device_train_batch_size`: 54
|
| 276 |
+
- `per_device_eval_batch_size`: 54
|
| 277 |
+
- `num_train_epochs`: 5
|
| 278 |
- `multi_dataset_batch_sampler`: round_robin
|
| 279 |
|
| 280 |
#### All Hyperparameters
|
|
|
|
| 284 |
- `do_predict`: False
|
| 285 |
- `eval_strategy`: no
|
| 286 |
- `prediction_loss_only`: True
|
| 287 |
+
- `per_device_train_batch_size`: 54
|
| 288 |
+
- `per_device_eval_batch_size`: 54
|
| 289 |
- `per_gpu_train_batch_size`: None
|
| 290 |
- `per_gpu_eval_batch_size`: None
|
| 291 |
- `gradient_accumulation_steps`: 1
|
| 292 |
- `eval_accumulation_steps`: None
|
| 293 |
+
- `torch_empty_cache_steps`: None
|
| 294 |
- `learning_rate`: 5e-05
|
| 295 |
- `weight_decay`: 0.0
|
| 296 |
- `adam_beta1`: 0.9
|
| 297 |
- `adam_beta2`: 0.999
|
| 298 |
- `adam_epsilon`: 1e-08
|
| 299 |
- `max_grad_norm`: 1
|
| 300 |
+
- `num_train_epochs`: 5
|
| 301 |
- `max_steps`: -1
|
| 302 |
- `lr_scheduler_type`: linear
|
| 303 |
- `lr_scheduler_kwargs`: {}
|
|
|
|
| 388 |
- `optim_target_modules`: None
|
| 389 |
- `batch_eval_metrics`: False
|
| 390 |
- `eval_on_start`: False
|
| 391 |
+
- `eval_use_gather_object`: False
|
| 392 |
- `batch_sampler`: batch_sampler
|
| 393 |
- `multi_dataset_batch_sampler`: round_robin
|
| 394 |
|
|
|
|
| 397 |
### Framework Versions
|
| 398 |
- Python: 3.10.12
|
| 399 |
- Sentence Transformers: 3.1.1
|
| 400 |
+
- Transformers: 4.44.2
|
| 401 |
+
- PyTorch: 2.4.1+cu121
|
| 402 |
+
- Accelerate: 0.34.2
|
| 403 |
- Datasets: 3.0.0
|
| 404 |
- Tokenizers: 0.19.1
|
| 405 |
|
config.json
CHANGED
|
@@ -1,26 +1,24 @@
|
|
| 1 |
{
|
| 2 |
"_name_or_path": "/content/bob/",
|
|
|
|
| 3 |
"architectures": [
|
| 4 |
-
"
|
| 5 |
],
|
| 6 |
-
"
|
| 7 |
-
"
|
| 8 |
-
"
|
| 9 |
-
"
|
| 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": "
|
| 17 |
-
"
|
| 18 |
-
"
|
| 19 |
"pad_token_id": 0,
|
| 20 |
-
"
|
|
|
|
|
|
|
|
|
|
| 21 |
"torch_dtype": "float32",
|
| 22 |
-
"transformers_version": "4.
|
| 23 |
-
"type_vocab_size": 2,
|
| 24 |
-
"use_cache": true,
|
| 25 |
"vocab_size": 30522
|
| 26 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"_name_or_path": "/content/bob/",
|
| 3 |
+
"activation": "gelu",
|
| 4 |
"architectures": [
|
| 5 |
+
"DistilBertModel"
|
| 6 |
],
|
| 7 |
+
"attention_dropout": 0.1,
|
| 8 |
+
"dim": 768,
|
| 9 |
+
"dropout": 0.1,
|
| 10 |
+
"hidden_dim": 3072,
|
|
|
|
|
|
|
| 11 |
"initializer_range": 0.02,
|
|
|
|
|
|
|
| 12 |
"max_position_embeddings": 512,
|
| 13 |
+
"model_type": "distilbert",
|
| 14 |
+
"n_heads": 12,
|
| 15 |
+
"n_layers": 6,
|
| 16 |
"pad_token_id": 0,
|
| 17 |
+
"qa_dropout": 0.1,
|
| 18 |
+
"seq_classif_dropout": 0.2,
|
| 19 |
+
"sinusoidal_pos_embds": false,
|
| 20 |
+
"tie_weights_": true,
|
| 21 |
"torch_dtype": "float32",
|
| 22 |
+
"transformers_version": "4.44.2",
|
|
|
|
|
|
|
| 23 |
"vocab_size": 30522
|
| 24 |
}
|
config_sentence_transformers.json
CHANGED
|
@@ -1,10 +1,10 @@
|
|
| 1 |
{
|
| 2 |
"__version__": {
|
| 3 |
"sentence_transformers": "3.1.1",
|
| 4 |
-
"transformers": "4.
|
| 5 |
-
"pytorch": "2.
|
| 6 |
},
|
| 7 |
"prompts": {},
|
| 8 |
"default_prompt_name": null,
|
| 9 |
-
"similarity_fn_name":
|
| 10 |
}
|
|
|
|
| 1 |
{
|
| 2 |
"__version__": {
|
| 3 |
"sentence_transformers": "3.1.1",
|
| 4 |
+
"transformers": "4.44.2",
|
| 5 |
+
"pytorch": "2.4.1+cu121"
|
| 6 |
},
|
| 7 |
"prompts": {},
|
| 8 |
"default_prompt_name": null,
|
| 9 |
+
"similarity_fn_name": null
|
| 10 |
}
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
-
size
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:830f2317f4103deabb93241e8d47ea89ad992b47fe3ffa7c7371d4e12df320db
|
| 3 |
+
size 265462608
|
tokenizer_config.json
CHANGED
|
@@ -46,7 +46,7 @@
|
|
| 46 |
"do_basic_tokenize": true,
|
| 47 |
"do_lower_case": true,
|
| 48 |
"mask_token": "[MASK]",
|
| 49 |
-
"max_length":
|
| 50 |
"model_max_length": 512,
|
| 51 |
"never_split": null,
|
| 52 |
"pad_to_multiple_of": null,
|
|
@@ -57,7 +57,7 @@
|
|
| 57 |
"stride": 0,
|
| 58 |
"strip_accents": null,
|
| 59 |
"tokenize_chinese_chars": true,
|
| 60 |
-
"tokenizer_class": "
|
| 61 |
"truncation_side": "right",
|
| 62 |
"truncation_strategy": "longest_first",
|
| 63 |
"unk_token": "[UNK]"
|
|
|
|
| 46 |
"do_basic_tokenize": true,
|
| 47 |
"do_lower_case": true,
|
| 48 |
"mask_token": "[MASK]",
|
| 49 |
+
"max_length": 512,
|
| 50 |
"model_max_length": 512,
|
| 51 |
"never_split": null,
|
| 52 |
"pad_to_multiple_of": null,
|
|
|
|
| 57 |
"stride": 0,
|
| 58 |
"strip_accents": null,
|
| 59 |
"tokenize_chinese_chars": true,
|
| 60 |
+
"tokenizer_class": "DistilBertTokenizer",
|
| 61 |
"truncation_side": "right",
|
| 62 |
"truncation_strategy": "longest_first",
|
| 63 |
"unk_token": "[UNK]"
|