Upload 12 files

bob/1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "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
+}

bob/README.md

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+---
+library_name: sentence-transformers
+pipeline_tag: sentence-similarity
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:1830
+- loss:TripletLoss
+widget:
+- source_sentence: 100% Cotton Throw Blanket for Couch Sofa Bed Outdoors Hypoallergenic
+    83"x70" Brown
+  sentences:
+  - '32 Pack | 5'''' Cabinet Pulls Matte Black Stainless Steel Kitchen Drawer Pulls
+    Cabinet Handles 5”Length, 3” Hole Center
+
+    From the brand Previous page Cabinet Handles Cabinet Handles Cabinet Hinges Zinc
+    Knobs Drawer Pulls Square Cabinet Pulls Zinc Square Cabinet Handles Square Cabinet
+    Pulls Cabinet Knobs Cabinet Handles Next page Product Description 5'''' Flat Black
+    3'''' Flat Black Installation Template Soft Close Hinge Self-Closing Cabinet Hinges
+    Flat Black Knob Total Length 5 inches 3-11/16 inches Center to Center 3 inches
+    3 inches Finish Flat Black Flat Black Satin Nickel Flat Black Flat Black Material
+    Stainless Steel Zinc Plastic Stainless Steel metal Zinc Package Quantity 1.3.5.10.15.20.25.30.35.40.45.50.55.60
+    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
+    Flat Black 3-3/4'''' Square Flat Black 3'''' Square Flat Black 7-3/8'''' Flat
+    Black 6'''' Flat Black 3'''' Flat Blackl Total Length 5-1/2 inches 4-1/4 inches
+    3-1/2 inches 7-3/8 inches 6 inches 3-61/64 inches Center to Center 5 inches 3-3/4
+    inches 3 inches 5 inches 3-3/4 inches 3 inches Finish Flat Black Flat Black Flat
+    Black Flat Black Flat Black Flat Black Material Stainless Steel Stainless Steel
+    Stainless Steel Stainless Steel Stainless Steel Zinc Package Quantity 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 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 1.3.5.10.15.20.25.30.35.40.45.50.55.60
+    5,10,15,25,30 Solid Square Black Cabinet Handle With Square Base 5'''' Flat Black
+    Matte Black Kitchen Faucets 6'''' Satin Nickel Satin Nickel Knob Total Length
+    5 inches 5-1/2 inches 6 inches Center to Center 3‘’,3.75‘’,5‘’ 3 inches 5 inches
+    3-3/4 inches Finish Flat Black Flat Black Flat Black Flat Black Satin Nickel Satin
+    Nickel Material Zinc Stainless Steel Stainless Steel Barss Stainless Steel Zinc
+    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
+    5,10,15,25,30 Flat Black & Installation Template 5'''' Square Flat Black Curved
+    Flat Black Solid Bow Black 6'''' Satin Nickel Template Total Length 5 inches 6
+    inches Center to Center 3'''',3.75'''',5'''' 3 inches Single hole,3'''',3.75'''',5''''
+    5 inches 3-3/4 inches Finish Flat Black Flat Black Flat Black Flat Black Satin
+    Nickel Material Stainless Steel&plastic Stainless Steel Zinc Zinc Stainless Steel
+    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
+    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
+    4'''' Black T Bar 6-3/8'''' Flat Black 6''''Flat Black 5" Flat Black Flat Black
+    Knob 3'''' Flat Black Total Length 4 inch 6-3/8 inch 5 inch 5 inch 3-1/2 inch
+    Center to Center 2-1/2 inch 4 inch 3 inch 3 inch 3 inch Finish Flat Black Flat
+    Black Satin Nickel Flat Black Flat Black Flat Black Material Stainless Steel Stainless
+    Steel Stainless Steel Stainless Steel Zinc Zinc Package Quantity 5.10.15.25.30
+    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
+    5.10.20.25 5.10.15.20.25.30.35 5.10.15.20.25.30.35 '
+  - 'Hanes Men''s 100% Cotton Flannel Plaid Pajama Pant, Black, Small
+
+    '
+  - '
+
+    '
+- source_sentence: '"XR Extinction Rebellion Rebel For Life T-Shirt"'
+  sentences:
+  - '360 Lace Frontal Wigs Human Hair 16 inch Brazilian Body Wave Lace Wigs Human
+    Hair 130% Density Pre Plucked Natural Hairline Lace-Front-Wigs-Human-Hair(16 inch,360
+    body wigs)
+
+    '
+  - '
+
+    '
+  - 'Polo Ralph Lauren Mens Limited Polo Bear T-Shirt (XX-Large, White/Black Jacket
+    Bear)
+
+    '
+- source_sentence: '"Blue pet grooming gloves for hair removal and massage"'
+  sentences:
+  - 'Pet-Grooming-Gloves for Bathing & Hair-Removal, Dog and Cat Brush Bath-Scrubber
+    Glove, Pets Silicone Scrubbing Gloves for Shedding, Pet Shower Attachment Supplies
+    for Anti-Bite & Anti-Scratch (Pink)
+
+    '
+  - 'KOUSI Portable Shoe Rack Organizer 48 Pair Tower Shelf Shoe Storage Cabinet Stand
+    Expandable for Heels, Boots, Slippers， 8 Tier Black
+
+    Product Description KOUSI Portable Shoe Rack Suitable for closet, bedroom, garage
+    anywhere. Read more KOUSI Portable Shoe Rack KOUSI Portable Shoe Rack KOUSI Portable
+    Shoe Rack KOUSI Portable Shoe Rack Size 48"(W) x 12"(D) x 48"(H) /120cm(W) x 30cm(D)
+    x 120cm(H) 48"(W) x 12"(D) x 48"(H) /120cm(W) x 30cm(D) x 120cm(H) 48"(W) x 12"(D)
+    x 72"(H) / 120cm(W) x 30cm(D) x 180cm(H) 48"(W) x 12"(D) x 72"(H) / 120cm(W) x
+    30cm(D) x 180cm(H) Door White Transparent White Transparent '
+  - 'Think Gizmos Take Apart Toy Car For 3 4 5 Year Old Boys & Girls – Fun Toy With
+    Working Drill - Build Your Own Car Kit STEM Toy - Realistic Engine Sounds & Lights
+
+    From the brand Previous page Think Gizmos are a leading Toy, Gifts and Gadget
+    brand originating from the UK, and now trading in the USA as a US company. You
+    may not have heard of us, but you may have seen our products on sale on Amazon
+    UK, USA, Germany, France, Italy, Spain, Netherlands, Australia and Canada. Our
+    US Amazon store is run by the team in Paramount Zone USA in based out of Dover,
+    Delaware. Childrens Toys Visit the Store How did we get our start? Think Gizmos
+    was started back in 2005 by the owners of Paramount Zone Ltd. Back then we were
+    running a leading E-commerce store, reselling other people''s products. We were
+    not happy with some of the quality of the products and decided to launch our own
+    brand where we could control the manufacturing and design process. Why do we love
+    what we do? We genuinely still enjoy reading all the positive stories from our
+    customers about how our products have improved lives. What makes our products
+    unique? Well tested products and translated instruction manuals included.. Pogo
+    Sticks for Kids Aged 5-10 Aero Advantage Pogo Sticks for kids. Super fun outdoor
+    exercise. Next page Product Description Read more Fuel your child''s imagination
+    with one of the best take apart construction toys you can buy and keep curious
+    minds engaged with the improved Take Apart Toy Racing Car Kit. Budding engineers,
+    and those who are mad about four wheels will have hours of fun building their
+    own racing car, which once built can be completely taken apart and constructed
+    all over again. This detailed 30-piece construction set includes: 5x Car Parts
+    6x Car Modification Parts 8x Tires 1x Battery Powered Drill 1x Drill Bit 9x Large
+    Screws 2x AA and 2x LG13/LR44 Batteries. VERSION 3 now also includes added access
+    to the On/Off Switch. Grown-ups can relax as, unlike other similar take apart
+    toys, this updated Version 3 from ThinkGizmos has all parts needed to enjoy the
+    toy provided in the box this also includes all batteries for the drill and motor.
+    Once constructed the racing car measures 7.5" x 3.5" x 2.5" and is one of the
+    most fun and educational toys for any child. Read more The excellent ThinkGizmos
+    branded build your own toy comes packaged in an attractive box with user manuals
+    in the following languages; English, Spanish, German, French and Italian. The
+    manual also includes visual instructions for building the cars. The Construction
+    Car is designed to last being made from safe, strong, durable and non-toxic recyclable
+    ABS plastic. WOW your little one as they build their very own toy racing car complete
+    with realistic sounds and lights. Whilst children build and take apart the TG642
+    Racing Car they will not only be having awesome fun, but as a stem toy they will
+    also be developing and improving useful life skills such as hand eye co-ordination,
+    fine motor skills, patience and problem solving. One of the best take apart construction
+    toys you can buy, making this the perfect gift for any child over the age of 3.
+    Hours of fun that will also improve any child’s concentration and fine hand skills.
+    The construction kit contains small parts and it is advised children, especially
+    those under the age of three, are closely supervised when building the racing
+    car. Read more Read more '
+- source_sentence: '"Belkin QODE Ultimate Pro Keyboard Case for iPad Air 2 White"'
+  sentences:
+  - 'Bed Frame with Wooden Headboard,No Box Spring Needed, Heavy Duty Metal Bed,Mattress
+    Foundation,Strong Slat Support, Twin XL/Queen/King (Twin XL)
+
+    '
+  - 'My iPad for Seniors
+
+    '
+  - 'Diana Gabaldon Lord John Series Complete Set [Lord John and the Private Matter,
+    The Brotherhood of the Blade, The Hand of the Devil, and The Scottich Prisoner]
+    Outlander Series Author
+
+    '
+- source_sentence: '"professional hair cutting scissors extremely sharp blades 6 inch
+    barber scissors set for men and women Fagaci"'
+  sentences:
+  - 'Pro Lift SG-5625 2.5 Ton Low Profile Floor Jack - Car Hydraulic Trolley Jack
+    Lift for Home Garage Shop
+
+    Product Description Pro Lift SG-5625 is 2.5 Ton low profile floor jack for car
+    to lift from 3-3/8 inches to 14-7/8 inches. It has the maxium capacity of 5000
+    lbs with the construction of heavy duty steel for the long term durability and
+    strength. The trolley jack features a safety bypass system prevents over-loading
+    and ensures safe operation. This low profile jack for is equipped with 2 large
+    steel casters and 2 360-degree swivel casters for smooth maneuverability. A built-in
+    carrying handle allows the floor jack to be lifted quickly for ultimate portability.
+    It is compact, light weight and durable and Ideal for most cars, trucks, and SUVs
+    for home garage.Capacity: 2.5 TonJack Size: 22.5 x 8.8 x 5.9 inchesMin Height:
+    3-3/8"Max Height: 14-7/8"Weight: 33 lbsCarry Handle: YesManufacturer Warranty:
+    One YearPro-Lift SG-5625 Low Profile Car Jack is covered with One Year manufacturer
+    warranty from the date of the purchase. Product Description Pro Lift SG-5625 is
+    2.5 Ton low profile floor jack for car to lift from 3-3/8 inches to 14-7/8 inches.
+    It has the maxium capacity of 5000 lbs with the construction of heavy duty steel
+    for the long term durability and strength. The trolley jack features a safety
+    bypass system prevents over-loading and ensures safe operation. This low profile
+    jack for is equipped with 2 large steel casters and 2 360-degree swivel casters
+    for smooth maneuverability. A built-in carrying handle allows the floor jack to
+    be lifted quickly for ultimate portability. It is compact, light weight and durable
+    and Ideal for most cars, trucks, and SUVs for home garage.Capacity: 2.5 TonJack
+    Size: 22.5 x 8.8 x 5.9 inchesMin Height: 3-3/8"Max Height: 14-7/8"Weight: 33 lbsCarry
+    Handle: YesManufacturer Warranty: One YearPro-Lift SG-5625 Low Profile Car Jack
+    is covered with One Year manufacturer warranty from the date of the purchase.From
+    the brand Previous page About Pro-Lift Our products have consistently led the
+    industry in quality and innovation. Designed after professional-grade equipment
+    standards, Pro-Lift is kept under close quality control standards from the factory
+    to your home. Our patented products provide your garage with all your maintenance
+    needs. Pro-Lift Car Repair Equipment Visit the Store Pro-Lift Car Lifting Jacks
+    Visit the Store Pro-Lift Welded Bottle Jacks Visit the Store Pro-Lift Hand Trucks
+    Visit the Store Next page From the manufacturer 2.5 Ton Low Profile Floor Jack
+    Pro-Lift SG-5625 is 2.5 Ton low profile floor jack for the car to lift from 3-3/8
+    inches to 14-7/8 inches. It has the maximum capacity of 5000 lbs with the construction
+    of heavy-duty steel for the long term durability and strength. The trolley jack
+    features a safety bypass system that prevents overloading and ensures safe operation.
+    This low profile jack is equipped with 2 large steel casters and 2 360-degree
+    swivel casters for smooth maneuverability. A built-in carrying handle allows the
+    floor jack to be lifted quickly for ultimate portability. It is compact, lightweight,
+    and durable and ideal for most cars, trucks, and SUVs for home garage. Capacity:
+    2.5 Ton Jack Size: 22.5 x 8.8 x 5.9 inches Min Height: 3-3/8" Max Height: 14-7/8"
+    Weight: 33 lbs Carry Handle: Yes Widely Recognized Reputation for Quality and
+    Service Leader in Hydraulic Lifting Equipment in US and Canada Over 40 Years Meets
+    the Industry Standards, ASME/ANSI and more For assistance, please call (888) 332-6419
+    2.5 Ton Trolley Jack - Car Hydraulic Jack for Home Garage Shop Low Profile - Gives
+    the ability to lift from 3-3/8 inches to 14-7/8 inches 5,000 lbs maximum capacity
+    and is constructed with heavy duty steel for the strength and duability. Low Profile
+    - gives you the ability to lift from 3-3/8 inches to 14-7/8 inches. The front
+    wheels with the rear casters for the maneuverability. The large swivel saddle
+    provides you with the easy jack positioning and user safety. Features an overload
+    valve bypass system to prevent jack damage and user injury. Patented built-in
+    by-pass device protects hydraulic system from over pumping damage. Read more The
+    large swivel saddle provides you with the easy jack positioning and user safety
+    2.5 Ton capacity - gives you the ability to lift from 3-3/8 inches to 14-7/8 inches.
+    Constructed with heavy duty steel featuring front wheels with rear casters for
+    the maneuverability. Carry Handle A built-in carrying handle allows the floor
+    jack to be lifted quickly for ultimate portability. Read more 3.5 Ton Fast Lift
+    Floor Jack 3.5 Ton Speedy Lift Floor Jack 3 Ton Double Pin Jack Stands 6 Ton Double
+    Pin Jack Stands Mechanic Set Combo 2 Ton Floor Jack Capacity 3.5 Ton 3.5 Ton 3
+    Ton 6 Ton 3 Ton 2 Ton Weight 93 lbs 90 lbs 14 lbs 28 lbs 94 lbs 33 lbs Lifting
+    Range 5-1/2" to 22" 5-1/2" to 22" 11-1/4" 16-3/4" 16" to 23-1/2" '
+  - 'Hair Cutting Scissors Professional Hair Shears 5.5" - Razor Edged Durable Hair
+    Cutting Tools - Handcrafted Barber Scissors in Japanese Stainless Steel - Scissors
+    for Hair Cutting Men & Women
+
+    Product Description Parigal - Hair Cutting Scissors Professional Hair Shears 5.5"
+    PREMIUM: Handcrafted with Premium Quality Japanese Stainless Steel. Hand-sharpened
+    Long Lasting Durable Razor Edges for Smooth and Clean Hair Trimming. Extreme sharp
+    razor edges of these hair cutting scissors provides smooth haircut every time
+    for long hair cutting sessions. CONVENIENT: For Professional as well as Personal
+    Use. Anybody can handle this hair cutting scissor with ease. With an Removable
+    Finger Rest you can effortlessly Cut Hair with this scissor to your desire with
+    comfort. EASY TO USE: With its perfect size and ease of use, these Hair Cutting
+    Scissors can be used by Unisex. And can be used for multi-purposes like Hair Cutting,
+    Hair Trimming, Beard Hair Cutting and Mustache Grooming etc. UNIQUE ERGONOMICS:
+    Designed with Comfort, Smoothness, Grip and Finger Rest in mind. Perfect Hair
+    Cutting Companion for Barbers, Hair Stylists, Salon workers and Hairdressers.
+    CONFIDENCE: Parigal is backed by Star Scissors and we are Experienced in Hair
+    Cutting Scissors & Professional Salon Hair Cutting Shears 5.5" Razor Edged Highly
+    Durable Hair Cutting Scissors Shears Handcrafted with Japanese Stainless Steel.
+    Razor Sharp Blades Our Extremely Sharp Blades make a clean cut everytime with
+    no Split ends. These Hair Cutting Scissors come sharpened. Just buy and use them,
+    Adjustable Plate & Screw Adding to the aestherics our Adjutable Tension Plate
+    system gives you complete freedom of adjusting tension of hair scissors to your
+    liking. Comfortable Grip Desinged with Comfort and Ergnoomics in Mind. These scisosrs
+    provide you with firm and comfortable grip. Reducing fatigue an making it easy
+    to use. Soft Rubber Finger Inserts Soft rubber finger inserts along with its comfortable
+    design provide a smooth feel, reducing harsh metal friction on fingers. Easing
+    pain over long term use. Read more Read more Blade Length 2.25 Inches Size 5.5
+    Inches Product Dimensions 5.5 x 2 x 0.25 Inches Material Stainless Steel Finish
+    Type Powder Coated Color Black '
+  - 'Havaianas Varie Travel Accessory
+
+    '
+---
+
+# SentenceTransformer
+
+This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+<!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->
+- **Maximum Sequence Length:** 512 tokens
+- **Output Dimensionality:** 768 tokens
+- **Similarity Function:** Dot Product
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel 
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+    '"professional hair cutting scissors extremely sharp blades 6 inch barber scissors set for men and women Fagaci"',
+    'Hair Cutting Scissors Professional Hair Shears 5.5" - Razor Edged Durable Hair Cutting Tools - Handcrafted Barber Scissors in Japanese Stainless Steel - Scissors for Hair Cutting Men & Women\nProduct Description Parigal - Hair Cutting Scissors Professional Hair Shears 5.5" PREMIUM: Handcrafted with Premium Quality Japanese Stainless Steel. Hand-sharpened Long Lasting Durable Razor Edges for Smooth and Clean Hair Trimming. Extreme sharp razor edges of these hair cutting scissors provides smooth haircut every time for long hair cutting sessions. CONVENIENT: For Professional as well as Personal Use. Anybody can handle this hair cutting scissor with ease. With an Removable Finger Rest you can effortlessly Cut Hair with this scissor to your desire with comfort. EASY TO USE: With its perfect size and ease of use, these Hair Cutting Scissors can be used by Unisex. And can be used for multi-purposes like Hair Cutting, Hair Trimming, Beard Hair Cutting and Mustache Grooming etc. UNIQUE ERGONOMICS: Designed with Comfort, Smoothness, Grip and Finger Rest in mind. Perfect Hair Cutting Companion for Barbers, Hair Stylists, Salon workers and Hairdressers. CONFIDENCE: Parigal is backed by Star Scissors and we are Experienced in Hair Cutting Scissors & Professional Salon Hair Cutting Shears 5.5" Razor Edged Highly Durable Hair Cutting Scissors Shears Handcrafted with Japanese Stainless Steel. Razor Sharp Blades Our Extremely Sharp Blades make a clean cut everytime with no Split ends. These Hair Cutting Scissors come sharpened. Just buy and use them, Adjustable Plate & Screw Adding to the aestherics our Adjutable Tension Plate system gives you complete freedom of adjusting tension of hair scissors to your liking. Comfortable Grip Desinged with Comfort and Ergnoomics in Mind. These scisosrs provide you with firm and comfortable grip. Reducing fatigue an making it easy to use. Soft Rubber Finger Inserts Soft rubber finger inserts along with its comfortable design provide a smooth feel, reducing harsh metal friction on fingers. Easing pain over long term use. Read more Read more Blade Length 2.25 Inches Size 5.5 Inches Product Dimensions 5.5 x 2 x 0.25 Inches Material Stainless Steel Finish Type Powder Coated Color Black ',
+    'Havaianas Varie Travel Accessory\n',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+
+* Size: 1,830 training samples
+* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
+* Approximate statistics based on the first 1000 samples:
+  |         | sentence_0                                                                        | sentence_1                                                                          | sentence_2                                                                         |
+  |:--------|:----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
+  | type    | string                                                                            | string                                                                              | string                                                                             |
+  | details | <ul><li>min: 7 tokens</li><li>mean: 16.41 tokens</li><li>max: 23 tokens</li></ul> | <ul><li>min: 2 tokens</li><li>mean: 166.19 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 2 tokens</li><li>mean: 93.47 tokens</li><li>max: 512 tokens</li></ul> |
+* Samples:
+  | sentence_0                                                                                              | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | sentence_2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        |
+  |:--------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>Probrico flat black cabinet pulls 3 inch hole centers T bar handle kitchen dresser 10 pack</code> | <code>Probrico Cabinet Handles-(Pack of 5) Black 3-1/2inch (90mm) Hole Centers Square T Bar Kitchen Cabinet Handles Drawer Pulls for Kitchen Furniture Hardware<br>Product Description Homebuilding store markets products in cabinet hardware: pulls and knobs,drawer slides,door hinge,concealed hinge,door lock.... You could find what you need and more than you need in Homebuilding store. Probrico Hardware offers hardware of a variety of designs,quality guaranteed and affordable. *Material: Stainless Steel; Finish:Black; *Width: 12mm (1/2inch); Height: 35mm (1.4inch) *2 size screws include: 1 inch(25mm) 1.77 inch(45mm) *Please note that the handles are Hollow constructions, you will feel a little light weighted, but good quality and real stainless steel made.Please confirm both center to center on the holes that are in the board and the board thickness before you choose the size. The cabinet handle is made of quality Stainless-Steel, durable, sturdy, lightweight, corrosion-resisting and not easy to fade. Please check these parts before install. Read more The classic black finished enhances the taste of your kitchen, bedroom and bathroom, suitable for all kinds of dressers, drawers, closets and cabinets, etc Read more Home Building Store Provides Full Sizes of Cabinet Handles to any bathroom cabinet, kitchen cupboard, furniture door, desk drawer, wine cabinet. wardrobe, shoe cabinet, bookcase and much more, which makes your home look more beautiful and elegant. knobelite Cabinet Handles are not only home decors but also reflect a high-quality life. Read more </code> | <code>DevLon NorthWest Double Wax Warmer Professional Electric Heater Double Pot Facial Skin Hair Removal Tool<br></code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
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+* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
+  ```json
+  {
+      "distance_metric": "TripletDistanceMetric.EUCLIDEAN",
+      "triplet_margin": 1.0
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `per_device_train_batch_size`: 20
+- `per_device_eval_batch_size`: 20
+- `multi_dataset_batch_sampler`: round_robin
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: no
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 20
+- `per_device_eval_batch_size`: 20
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `learning_rate`: 5e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1
+- `num_train_epochs`: 3
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: False
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: round_robin
+
+</details>
+
+### Framework Versions
+- Python: 3.10.12
+- Sentence Transformers: 3.1.1
+- Transformers: 4.42.4
+- PyTorch: 2.3.1+cu121
+- Accelerate: 0.32.1
+- Datasets: 3.0.0
+- Tokenizers: 0.19.1
+
+## Citation
+
+### BibTeX
+
+#### Sentence Transformers
+```bibtex
+@inproceedings{reimers-2019-sentence-bert,
+    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
+    author = "Reimers, Nils and Gurevych, Iryna",
+    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
+    month = "11",
+    year = "2019",
+    publisher = "Association for Computational Linguistics",
+    url = "https://arxiv.org/abs/1908.10084",
+}
+```
+
+#### TripletLoss
+```bibtex
+@misc{hermans2017defense,
+    title={In Defense of the Triplet Loss for Person Re-Identification},
+    author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
+    year={2017},
+    eprint={1703.07737},
+    archivePrefix={arXiv},
+    primaryClass={cs.CV}
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

bob/config.json

@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "/content/bob/",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.42.4",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

bob/config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.1.1",
+    "transformers": "4.42.4",
+    "pytorch": "2.3.1+cu121"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": "dot"
+}

bob/modules.json

@@ -0,0 +1,14 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  }
+]

bob/sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 512,
+  "do_lower_case": false
+}

bob/special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

bob/tokenizer_config.json

@@ -0,0 +1,64 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "max_length": 300,
+  "model_max_length": 512,
+  "never_split": null,
+  "pad_to_multiple_of": null,
+  "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "[SEP]",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}