Upload folder using huggingface_hub

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

1_Pooling/config.json

@@ -0,0 +1,5 @@
+{
+    "embedding_dimension": 1024,
+    "pooling_mode": "cls",
+    "include_prompt": true
+}

README.md

@@ -0,0 +1,541 @@
+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- dense
+- generated_from_trainer
+- dataset_size:284573
+- loss:MultipleNegativesRankingLoss
+base_model: BAAI/bge-m3
+widget:
+- source_sentence: durable plastic shed for garden supplies
+  sentences:
+  - 'stoney resin outdoor 4 ft. 4 in . w x 2 ft. 8 in . d plastic horizontal storage
+    shed Sheds this handy horizontal storage shed can handle any and all of your outdoor
+    organizational needs . ideal for storing garbage cans , lawn and garden products
+    , snow blowers , bicycles , and more , this stylish storage solution is essential
+    in every season . additional features include durable , multi-w doorstyle : double
+    door|primarymaterial : plastic|countryoforigin : united states|shedtype : storage
+    shed|roofstyle : pent|estimatedtimetosetup:30|countryoforigin-additionaldetails
+    : made in usa|overallproductweight:76|interiorheight-toptobottom:43.5|color :
+    gray|doorwidth-sidetoside:46.25|overallwi'
+  - 'outdoor 4 ft. w x 2 ft. d plastic vertical tool shed Deck Boxes|Sheds this large
+    vertical shed is designed to supply generous storage space for outdoor gear ,
+    tools , equipment , firewood , sporting goods , and more . it ''s fashioned with
+    multi-wall resin and is outfitted with adjoining door handles to attach a padlock
+    ( sold separately ) . to augment this unit with s coveragearea:11.23|estimatedtimetosetup:180|approximatedepth-fronttoback:3|windrating:65|overallwidth-sidetoside:53|interiorheight-toptobottom:69.5|overallheight-toptobottom:71.5|primarymaterial
+    : plastic|shedtype : tool shed|overalldepth-fronttoback:32.5|color : mustang brown|countryoforigin-additi'
+  - 'suncast golf organizer in black Bike And Sport Racks when it comes to the great
+    outdoors and engaging in such sporting activities as golf , an organizer is just
+    right to keep those accessories in place . it is sure to become your best friend
+    when out playing on the links . producttype : sports rack|finish : black|compatiblebike
+    : |overallheight-toptobottom:37|overallwidth-sidetoside:32|overallproductweight:38.15|mounttype
+    : wall mounted|overalldepth-fronttoback:16|holdingcapacity:2|hooksincluded : no|multi-use
+    : no|installationrequired : yes|productwarranty : yes|adju'
+- source_sentence: large standing mirror for living room
+  sentences:
+  - 'bar serving cart Patio Bar Sets time to grill but do n''t have enough space to
+    set everything nearby ? forget running back and forth into the house and simply
+    open up the portable outdoor patio serving station table and cabinet . great for
+    entertaining and dining al fresco . this suncast serving station patio cabinet
+    has a lot of s overallproductweight:20|interiorcabinetdepth-fronttoback:19|outerframematerial
+    : plastic|producttype : bar cart|weightcapacity:30|cabinetinteriorheight-toptobottom:11|countertopmaterialdetails
+    : polypropelene|countryoforigin : united states|overallheight-toptobottom:34|overalldepth-fronttoback:22|du'
+  - 'kori industrial metal wall mirror Wall & Accent Mirrors mimicking the look of
+    exposed pipes , this mirror brings industrial style to your living room , bedroom
+    , or guest room . it ''s crafted from iron and awash in a slate gray finish that
+    complements any color palette . this rugged piece showcases slight distressed
+    detailing for a weathered look , and a countryoforigin-additionaldetails : made
+    in china|mirrorheight-toptobottom:29|shape : rectangle|additionaltoolsrequirednotincluded
+    : hammer|installationtypedetails : keyhole|mirrorfinishes : beveled|surfaceshape
+    : flat|orientation : horizontal and vertical|framefinish : distressed slate gray|lsbinve'
+  - 'wyrick on the door full length mirror Wall & Accent Mirrors this high-quality
+    mirror complements your decor without the need for unsightly `` over the door
+    '''' brackets . viewing area , it gives you a full image either on the back of
+    a door or on the wall as a standard full-length mirror . glassthickness:0.141732|installationtypedetails
+    : d rings|silvercontent : silver|framematerialdetails : polystyrene|dampdryorwetlocationlisted
+    : dry|countryoforigin : united states|mirrorwidth-sidetoside:14|frameconstruction
+    : closed corner frame|mirrormaterial : glass|holidayoccasion : no holiday|o'
+- source_sentence: sleek contemporary coffee table for tidy living space
+  sentences:
+  - 'kalmus coffee table marrying modern and glamorous elements , this coffee table
+    sets a sleek and chic foundation in your living room layout . crafted with a metal
+    frame with a metallic and glossy finish , this piece features a mirrored glass
+    top that provides a place to set down a spread of snacks , a stack of magazines
+    basematerial : nickel|basetype:4 legs|dsmetallic : nickel|topcolor : black|producttype
+    : coffee table|topshape : round|weightcapacity:30|dssecondaryproductstyle : contemporary
+    industrial|overallheight-toptobottom:17|topmaterial : glass|basecolor : black|overallproductweight:22|topdesign
+    : glass|over'
+  - 'pangburn haven all-weather outdoor recliner patio chair with cushions and ottoman
+    Patio Lounge Chairs this gorgeous set of two outdoor recliners with matching ottomans
+    mean you and your pal can sit back and relax in style on your porch or patio .
+    all-weather wicker and weather-resistant cushions will provide comfort and a fresh
+    update to your outdoor living space . simply pull on the lever and the s cushionfillmaterialdetails
+    : polyurethane foam and polyester fiber batting|overallheight-toptobottom:43.75|design
+    : armchair|cushioncolor : dark gray|overalldepth-fronttoback:26.75|cushioncovermaterial
+    : polyester/polyester blend|levelofassembly : full assembly needed|ottomanheight-toptobottom:17|fr'
+  - 'plascencia coffee table with storage Coffee & Cocktail Tables bring mid-century
+    modern design to your home with the storage coffee table . this rectangle coffee
+    table is the answer to keeping communal space tidy , without sacrificing style
+    . the hidden storage space is perfect for stowing away books , or mail during
+    your next get together . the wood coffee tab dssecondaryproductstyle : mid-century
+    modern|warrantylength:1 year|basemetalfinishapplication : powder coated|overallproductweight:40.35|basecolor
+    : walnut|overalllength-endtoend:39.76|dsprimaryproductstyle : modern|producttype
+    : coffee table|weightcapacity:100|basematerialdetails : mdf and melamine'
+- source_sentence: durable plastic storage bench for garden
+  sentences:
+  - 'wicker 22 gallon resin/plastic storage bench Deck Boxes this wicker resin storage
+    container from suncast is an attractive and highly versatile solution for use
+    throughout your home and yard . the chest design and hinged lid allow for easy
+    access to your tools and accessories stored inside . with a holding capacity of
+    22 gallons ( 17 '''' d x 22 '''' w 20.5 '' storagecapacity:22|estimatedtimetosetup:20|additionaltoolsrequirednotincluded
+    : screw driver|topstyle : flat| : waterproof|topweightcapacity:150|levelofassembly
+    : full assembly needed|overallproductweight:9.8|countryoforigin : united states|color
+    : java|primarymaterial : resin|countryoforigin-additi'
+  - 'galaz console table - rustic black a demi lune shape and scalloped edge make
+    this console table a stunning addition to a foyer or entryway . it comes with
+    tapered legs and a bold rustic black finish that goes with anything . made of
+    iron , it will withstand the test of time , and its low profile aesthetic will
+    ensure it fits in with  overallwidth-sidetoside:35.4|overallproductweight:26.8|basecolor
+    : rustic black|basematerialdetails:100 % iron|topshape : rectangle|overallheight-toptobottom:29.5|levelofassembly
+    : none|topcolor : rustic black|overalldepth-fronttoback:15.7|basetype : pedestal|glossfinish
+    : no|cablemanagement : no|ca'
+  - 'plastic deck storage box Deck Boxes elegant and functional , the lifetime 116
+    gallon plastic deck storage box is an excellent addition to your patio or deck
+    . made from high-quality plastic , this storage box is strong and durable . it
+    is enameled with a brown finish . it has a storage capacity of 116 gallons and
+    gives enough space fo levelofassembly : partial assembly|warrantylength:10 years|topweightcapacity:600|dswoodtone
+    : gray wood|additionaltoolsrequirednotincluded : ratchet|interiorwidth-sidetoside:47|primarymaterial
+    : plastic|overallheight-toptobottom:26|overallwidth-sidetoside:50.3|storagecapacity:116|interiorheight-topt'
+- source_sentence: compact garage storage shed under 3 feet wide
+  sentences:
+  - 'garden plastic/metal storage shed Sheds easily add storage space and value to
+    your property with an outdoor garden shed . the metal shed has distinct advantages
+    over traditional wooden models that make it a much more attractive choice for
+    purchase . a metal shed is more affordable and being pre-fabricated significantly
+    cuts down on expens dsmetallic : steel|shedtype : storage shed|color : grey|construction
+    : traditional|overallheight-toptobottom:75.5|countryoforigin-additionaldetails
+    : made in china|warrantylength:1 year|levelofassembly : full assembly needed|overallwidth-sidetoside:126.75|overalldepth-fronttoback:109|overallproductw'
+  - 'outdoor 2 ft. 9 in . w x 2 ft. d plastic vertical tool shed Sheds with its tall
+    profile , this 22 cubic foot vertical shed is great for storing ladders , long-handled
+    tools , garden accessories , and more when space is at a premium . the durable
+    , all-weather resin construction provides water resistance and uv protection ,
+    while the multi-wall panels are engineere interiorwidth-sidetoside:27|interiorheight-toptobottom:69|compatibleshelfpartnumber
+    : xa1182|windrating:65|overallwidth-sidetoside:33|countryoforigin : united states|interiordepth-fronttoback:20.25|levelofassembly
+    : full assembly needed|countryoforigin-additionaldetails : made in usa|doorwidth-sidet'
+  - 'foulds 11.5 '''' wall clock Wall Clocks large , glow-in-the-dark numbers make
+    this clock easy to read , even at night ! with attractive styling , the wall clock
+    features a round face with luminous numbers that glow automatically when the lights
+    are off . overallheight-toptobottom:11.5|overallwidth-sidetoside:11.5|operatingmechanism
+    : mechanical|dsprimaryproductstyle : modern|shape : round|dssecondaryproductstyle
+    : transitional modern|theme : no theme|timedisplay : analog : numerical|specialfeatures
+    : none|overalldepth-fronttoback:1.75|supplierintend'
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+---
+
+# SentenceTransformer based on BAAI/bge-m3
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3). It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) <!-- at revision 5617a9f61b028005a4858fdac845db406aefb181 -->
+- **Maximum Sequence Length:** 8192 tokens
+- **Output Dimensionality:** 1024 dimensions
+- **Similarity Function:** Cosine Similarity
+- **Supported Modality:** Text
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}}, 'module_output_name': 'token_embeddings', 'architecture': 'XLMRobertaModel'})
+  (1): Pooling({'embedding_dimension': 1024, 'pooling_mode': 'cls', 'include_prompt': True})
+  (2): Normalize({})
+)
+```
+
+## Usage
+
+### Direct Usage (Sentence Transformers)
+
+First install the Sentence Transformers library:
+
+```bash
+pip install -U sentence-transformers
+```
+Then you can load this model and run inference.
+```python
+from sentence_transformers import SentenceTransformer
+
+# Download from the 🤗 Hub
+model = SentenceTransformer("sentence_transformers_model_id")
+# Run inference
+sentences = [
+    'compact garage storage shed under 3 feet wide',
+    'outdoor 2 ft. 9 in . w x 2 ft. d plastic vertical tool shed Sheds with its tall profile , this 22 cubic foot vertical shed is great for storing ladders , long-handled tools , garden accessories , and more when space is at a premium . the durable , all-weather resin construction provides water resistance and uv protection , while the multi-wall panels are engineere interiorwidth-sidetoside:27|interiorheight-toptobottom:69|compatibleshelfpartnumber : xa1182|windrating:65|overallwidth-sidetoside:33|countryoforigin : united states|interiordepth-fronttoback:20.25|levelofassembly : full assembly needed|countryoforigin-additionaldetails : made in usa|doorwidth-sidet',
+    'garden plastic/metal storage shed Sheds easily add storage space and value to your property with an outdoor garden shed . the metal shed has distinct advantages over traditional wooden models that make it a much more attractive choice for purchase . a metal shed is more affordable and being pre-fabricated significantly cuts down on expens dsmetallic : steel|shedtype : storage shed|color : grey|construction : traditional|overallheight-toptobottom:75.5|countryoforigin-additionaldetails : made in china|warrantylength:1 year|levelofassembly : full assembly needed|overallwidth-sidetoside:126.75|overalldepth-fronttoback:109|overallproductw',
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 1024]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities)
+# tensor([[1.0000, 0.5560, 0.5587],
+#         [0.5560, 1.0000, 0.5424],
+#         [0.5587, 0.5424, 1.0000]])
+```
+<!--
+### 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: 284,573 training samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 100 samples:
+  |          | anchor                                                                           | positive                                                                              | negative                                                                             |
+  |:---------|:---------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type     | string                                                                           | string                                                                                | string                                                                               |
+  | modality | text                                                                             | text                                                                                  | text                                                                                 |
+  | details  | <ul><li>min: 7 tokens</li><li>mean: 10.2 tokens</li><li>max: 16 tokens</li></ul> | <ul><li>min: 115 tokens</li><li>mean: 173.42 tokens</li><li>max: 196 tokens</li></ul> | <ul><li>min: 97 tokens</li><li>mean: 168.43 tokens</li><li>max: 205 tokens</li></ul> |
+* Samples:
+  | anchor                                                            | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
+  |:------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>modern 10 inch semi-flush mount light for entryway</code>   | <code>bucholz 1 -light 10 '' semi flush mount Flush Mount Lighting this 1-light semi-flush mount has a sleek , streamlined shape that gives a modern look to your hallway , entryway , or over your dining room table . it has a metal frame and downrod , and an egg-shaped glass shade with an opening at the bottom for light to shine through . the downrod retracts and ro shadematerial : glass\|dry , damporwetlocationlisted : dry\|whatisdrydamporwetlocationlisted : this indicates whether the fixture is safe to use in dry locations , damp locations ( moist environments ) , or wet locations ( direct exposure to water ) .\|estimatedtimetosetup:5\|bodyheight-toptobottom:10\|w</code> | <code>weatherford 1 - light 10 '' semi flush mount Flush Mount Lighting marrying modern minimalism and factory flair , this understated one-light flush mount brings a splash of industrial style as it shines a light down on your space . crafted of metal , this fixture features a round canopy and a conical shade with its upper portion left open to provide a peek at the so canopywidth-sidetoside:4.875\|recommendedbulbshapecode : a19\|warrantylength:1 year\|canopydepth-fronttoback:0.75\|powersource : hardwired\|dssecondaryproductstyle : nautical\|canopyheight-toptobottom:4.875\|recommendedbulbshape : standard\|producttype : flush mount\|whatisullisted : the underwriters laborat</code> |
+  | <code>sleek glass pendant light for dining room</code>            | <code>bucholz 1 -light 10 '' semi flush mount Flush Mount Lighting this 1-light semi-flush mount has a sleek , streamlined shape that gives a modern look to your hallway , entryway , or over your dining room table . it has a metal frame and downrod , and an egg-shaped glass shade with an opening at the bottom for light to shine through . the downrod retracts and ro shadematerial : glass\|dry , damporwetlocationlisted : dry\|whatisdrydamporwetlocationlisted : this indicates whether the fixture is safe to use in dry locations , damp locations ( moist environments ) , or wet locations ( direct exposure to water ) .\|estimatedtimetosetup:5\|bodyheight-toptobottom:10\|w</code> | <code>6 '' h glass sphere pendant shade ( screw on ) in smoke color : smoke\|shape : sphere\|overallproductweight:0.67\|overalldepth-fronttoback:6\|theme : no theme\|attachmenttype : screw on\|style : modern & contemporary\|overallwidth-sidetoside:6\|fittersize:3.25\|producttype : pendant shade\|primarymaterial : glass\|overallheight-toptobottom:6\| : no\|fitterincluded : </code>                                                                                                                                                                                                                                                                                                                    |
+  | <code>small metal frame flush mount light with glass shade</code> | <code>bucholz 1 -light 10 '' semi flush mount Flush Mount Lighting this 1-light semi-flush mount has a sleek , streamlined shape that gives a modern look to your hallway , entryway , or over your dining room table . it has a metal frame and downrod , and an egg-shaped glass shade with an opening at the bottom for light to shine through . the downrod retracts and ro shadematerial : glass\|dry , damporwetlocationlisted : dry\|whatisdrydamporwetlocationlisted : this indicates whether the fixture is safe to use in dry locations , damp locations ( moist environments ) , or wet locations ( direct exposure to water ) .\|estimatedtimetosetup:5\|bodyheight-toptobottom:10\|w</code> | <code>3 - light semi flush mount Flush Mount Lighting\|Commercial Ceiling Lighting it is perfect to transform your dining room or entryway with this charming transitional flush mount ceiling light . bodydepth-fronttoback:16.1\|producttype : semi flush mount\|recommendedbulbshape : candle\|bodydepth-fronttoback:12.2\|lightdirection : up\|warrantylength:2 years\|dssecondaryproductstyle : classic glam\|dsprimaryproductstyle : glam\|fixturedesign : unique/statement\|craftsmanshiptype : handcrafted / hand-fo</code>                                                                                                                                                                               |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20.0,
+      "similarity_fct": "cos_sim",
+      "gather_across_devices": false,
+      "directions": [
+          "query_to_doc"
+      ],
+      "partition_mode": "joint",
+      "hardness_mode": null,
+      "hardness_strength": 0.0
+  }
+  ```
+
+### Evaluation Dataset
+
+#### Unnamed Dataset
+
+* Size: 14,978 evaluation samples
+* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
+* Approximate statistics based on the first 100 samples:
+  |          | anchor                                                                            | positive                                                                              | negative                                                                             |
+  |:---------|:----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
+  | type     | string                                                                            | string                                                                                | string                                                                               |
+  | modality | text                                                                              | text                                                                                  | text                                                                                 |
+  | details  | <ul><li>min: 8 tokens</li><li>mean: 11.03 tokens</li><li>max: 18 tokens</li></ul> | <ul><li>min: 110 tokens</li><li>mean: 159.21 tokens</li><li>max: 193 tokens</li></ul> | <ul><li>min: 90 tokens</li><li>mean: 168.18 tokens</li><li>max: 201 tokens</li></ul> |
+* Samples:
+  | anchor                                                        | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | negative                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
+  |:--------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+  | <code>quirky rooster shelf sitters</code>                     | <code>4 piece rooster shelf sitter figurine set Decorative Objects add these colorful rooster sitters to shelves , windowsills , and more throughout your home . the set includes four hand-painted roosters with delightful floral accents . each cute sitter has dangling legs and plenty of charm . overallwidth-sidetoside:1.63\|geometricshapes : no geometric & shapes\|producttype : figurine\|subject : animals\|nature : no nature\|spiritualreligious : no spiritual & religious\|structuresbuildings : no structures & buildings\|wordstext : no words & text\|overallproductweight:0.25\|quantity:4\|entertainmen</code> | <code>dunellen farmhouse rooster 2 piece figurine set Decorative Objects be the early bird in grabbing these farmhouse silver metal and wood rooster sculpture by the head and complete your farmhouse set up now . this 2-piece set features two small and medium standing rooster sculptures with a gray finish on the body , and silver on the rest . this will look great as a ce overallwidth-sidetoside:13\|color : brown , silver\|purposefuldistressingtype : distressed metal\|style : farmhouse / country\|overallheight-toptobottom:5.1\|fantasysci-fi : no fantasy & sci-fi\|overallheight-toptobottom:16\|nature : no nature\|geometricshapes : no geometric & shapes\|spiritualreligious : no</code> |
+  | <code>decorative rooster figurines with floral accents</code> | <code>4 piece rooster shelf sitter figurine set Decorative Objects add these colorful rooster sitters to shelves , windowsills , and more throughout your home . the set includes four hand-painted roosters with delightful floral accents . each cute sitter has dangling legs and plenty of charm . overallwidth-sidetoside:1.63\|geometricshapes : no geometric & shapes\|producttype : figurine\|subject : animals\|nature : no nature\|spiritualreligious : no spiritual & religious\|structuresbuildings : no structures & buildings\|wordstext : no words & text\|overallproductweight:0.25\|quantity:4\|entertainmen</code> | <code>2 piece metal figurine set Decorative Objects the antique style of these two metal rooster decors will bring a fascinating appeal to any rustic , vintage , or antique accent table . with its iron construction , these rooster sculptures will continue to enhance the look of your home interior for years to come . featuring a decorative rustic bron geometricshapes : no geometric & shapes\|spiritualreligious : no spiritual & religious\|overallwidth-sidetoside:20.47\|producttype : figurine\|nature : no nature\|foodbeverage : no food & beverage\|fantasysci-fi : no fantasy & sci-fi\|people : no people\|agegroup : adult\|animals : rooster\|overallproductweig</code>                     |
+  | <code>comfortable anti-fatigue mat for kitchen counter</code> | <code>catrisha soothing foam comfort anti-fatigue mat Kitchen Mats this anti-fatigue mat provides a full inch of soothing foam comfort for your tired feet . perfect in front of a kitchen counter and has a skid-resistant backing . color : red\|pattern : solid color\|backingmaterial : polyester\|color : brown\|shape : rectangle\|supplierintendedandapproveduse : non residential use\|productcare : machine washable\|construction : machine made\|color : blue\|dssecondaryproductstyle : transitional modern\|overalllength-endtoend:30\|color : g</code>                                                                 | <code>grano hello standing anti-fatigue mat Kitchen Mats use this mat in any part of your home . whether it be the kitchen , laundry room , bathroom , or doorway this elegant mat will bring luscious texture , enduring material , and comfortable steps for your convenience . this perfectly crafted pvc mat is joined with a rubber backing for long-lasting usa pattern : no pattern and not solid color\|overalllength-endtoend:30\|overalllength-endtoend:47\|overallproductweight:2.09\|holidayoccasion : no holiday\|dssecondaryproductstyle : modern farmhouse\|overallheight-toptobottom:0.47\|material : synthetics\|theme : text\|materialdetails:100 % pvc\|overallwidth-side</code>                |
+* Loss: [<code>MultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
+  ```json
+  {
+      "scale": 20.0,
+      "similarity_fct": "cos_sim",
+      "gather_across_devices": false,
+      "directions": [
+          "query_to_doc"
+      ],
+      "partition_mode": "joint",
+      "hardness_mode": null,
+      "hardness_strength": 0.0
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `per_device_train_batch_size`: 64
+- `num_train_epochs`: 1
+- `learning_rate`: 2e-05
+- `warmup_steps`: 0.1
+- `bf16`: True
+- `per_device_eval_batch_size`: 64
+- `dataloader_num_workers`: 4
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `per_device_train_batch_size`: 64
+- `num_train_epochs`: 1
+- `max_steps`: -1
+- `learning_rate`: 2e-05
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: None
+- `warmup_steps`: 0.1
+- `optim`: adamw_torch_fused
+- `optim_args`: None
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `optim_target_modules`: None
+- `gradient_accumulation_steps`: 1
+- `average_tokens_across_devices`: True
+- `max_grad_norm`: 1.0
+- `label_smoothing_factor`: 0.0
+- `bf16`: True
+- `fp16`: False
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `use_liger_kernel`: False
+- `liger_kernel_config`: None
+- `use_cache`: False
+- `neftune_noise_alpha`: None
+- `torch_empty_cache_steps`: None
+- `auto_find_batch_size`: False
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `include_num_input_tokens_seen`: no
+- `log_level`: passive
+- `log_level_replica`: warning
+- `disable_tqdm`: False
+- `project`: huggingface
+- `trackio_space_id`: None
+- `trackio_bucket_id`: None
+- `trackio_static_space_id`: None
+- `per_device_eval_batch_size`: 64
+- `prediction_loss_only`: True
+- `eval_on_start`: False
+- `eval_do_concat_batches`: True
+- `eval_use_gather_object`: False
+- `eval_accumulation_steps`: None
+- `include_for_metrics`: []
+- `batch_eval_metrics`: False
+- `save_only_model`: False
+- `save_on_each_node`: False
+- `enable_jit_checkpoint`: False
+- `push_to_hub`: False
+- `hub_private_repo`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_always_push`: False
+- `hub_revision`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `restore_callback_states_from_checkpoint`: False
+- `full_determinism`: False
+- `seed`: 42
+- `data_seed`: None
+- `use_cpu`: False
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `parallelism_config`: None
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 4
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `dataloader_prefetch_factor`: None
+- `remove_unused_columns`: True
+- `label_names`: None
+- `train_sampling_strategy`: random
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `ddp_static_graph`: None
+- `ddp_backend`: None
+- `ddp_timeout`: 1800
+- `fsdp`: None
+- `fsdp_config`: None
+- `deepspeed`: None
+- `debug`: []
+- `skip_memory_metrics`: True
+- `do_predict`: False
+- `resume_from_checkpoint`: None
+- `warmup_ratio`: None
+- `local_rank`: -1
+- `prompts`: None
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: proportional
+- `router_mapping`: {}
+- `learning_rate_mapping`: {}
+
+</details>
+
+### Training Logs
+| Epoch  | Step | Training Loss | Validation Loss |
+|:------:|:----:|:-------------:|:---------------:|
+| 0.0225 | 100  | 1.1596        | -               |
+| 0.0450 | 200  | 0.6243        | -               |
+| 0.0675 | 300  | 0.5484        | -               |
+| 0.0899 | 400  | 0.4963        | -               |
+| 0.1124 | 500  | 0.4665        | 0.4796          |
+| 0.1349 | 600  | 0.4426        | -               |
+| 0.1574 | 700  | 0.4353        | -               |
+| 0.1799 | 800  | 0.4284        | -               |
+| 0.2024 | 900  | 0.4111        | -               |
+| 0.2249 | 1000 | 0.3946        | 0.4274          |
+| 0.2474 | 1100 | 0.3883        | -               |
+| 0.2698 | 1200 | 0.3806        | -               |
+| 0.2923 | 1300 | 0.3590        | -               |
+| 0.3148 | 1400 | 0.3661        | -               |
+| 0.3373 | 1500 | 0.3632        | 0.4086          |
+| 0.3598 | 1600 | 0.3717        | -               |
+| 0.3823 | 1700 | 0.3517        | -               |
+| 0.4048 | 1800 | 0.3428        | -               |
+| 0.4273 | 1900 | 0.3574        | -               |
+| 0.4497 | 2000 | 0.3412        | 0.3882          |
+| 0.4722 | 2100 | 0.3340        | -               |
+| 0.4947 | 2200 | 0.3356        | -               |
+| 0.5172 | 2300 | 0.3261        | -               |
+| 0.5397 | 2400 | 0.3358        | -               |
+| 0.5622 | 2500 | 0.3208        | 0.3833          |
+| 0.5847 | 2600 | 0.3206        | -               |
+| 0.6072 | 2700 | 0.3254        | -               |
+| 0.6296 | 2800 | 0.3215        | -               |
+| 0.6521 | 2900 | 0.3082        | -               |
+| 0.6746 | 3000 | 0.3099        | 0.3684          |
+| 0.6971 | 3100 | 0.3060        | -               |
+| 0.7196 | 3200 | 0.3009        | -               |
+| 0.7421 | 3300 | 0.3021        | -               |
+| 0.7646 | 3400 | 0.3163        | -               |
+| 0.7870 | 3500 | 0.3020        | 0.3652          |
+| 0.8095 | 3600 | 0.3012        | -               |
+| 0.8320 | 3700 | 0.2927        | -               |
+| 0.8545 | 3800 | 0.2878        | -               |
+| 0.8770 | 3900 | 0.2974        | -               |
+| 0.8995 | 4000 | 0.3125        | 0.3584          |
+| 0.9220 | 4100 | 0.2938        | -               |
+| 0.9445 | 4200 | 0.2997        | -               |
+| 0.9669 | 4300 | 0.2915        | -               |
+| 0.9894 | 4400 | 0.2923        | -               |
+| 1.0    | 4447 | -             | 0.3572          |
+
+
+### Training Time
+- **Training**: 26.3 minutes
+- **Evaluation**: 3.2 minutes
+- **Total**: 29.5 minutes
+
+### Framework Versions
+- Python: 3.12.13
+- Sentence Transformers: 5.7.0
+- Transformers: 5.14.1
+- PyTorch: 2.13.0+cu130
+- Accelerate: 1.14.0
+- Datasets: 5.0.1
+- Tokenizers: 0.22.2
+
+## Additional Resources
+
+- [Training and Finetuning Embedding Models with Sentence Transformers](https://huggingface.co/blog/train-sentence-transformers): the end-to-end guide for training or finetuning Sentence Transformer models.
+- [Introduction to Matryoshka Embedding Models](https://huggingface.co/blog/matryoshka): variable-size embeddings that can be truncated with minimal quality loss.
+- [Binary and Scalar Embedding Quantization for Significantly Faster & Cheaper Retrieval](https://huggingface.co/blog/embedding-quantization): post-training compression of embedding vectors.
+- [Multimodal Embedding & Reranker Models with Sentence Transformers](https://huggingface.co/blog/multimodal-sentence-transformers): use text, image, audio, and video models through the same API.
+- [Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers](https://huggingface.co/blog/train-multimodal-sentence-transformers): train multimodal embedding models, with a Visual Document Retrieval walkthrough.
+
+## 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",
+}
+```
+
+#### MultipleNegativesRankingLoss
+```bibtex
+@misc{oord2019representationlearningcontrastivepredictive,
+      title={Representation Learning with Contrastive Predictive Coding},
+      author={Aaron van den Oord and Yazhe Li and Oriol Vinyals},
+      year={2019},
+      eprint={1807.03748},
+      archivePrefix={arXiv},
+      primaryClass={cs.LG},
+      url={https://arxiv.org/abs/1807.03748},
+}
+```
+
+<!--
+## 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.*
+-->

config.json

@@ -0,0 +1,30 @@
+{
+  "add_cross_attention": false,
+  "architectures": [
+    "XLMRobertaModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "dtype": "float32",
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "is_decoder": false,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 8194,
+  "model_type": "xlm-roberta",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "output_past": true,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "tie_word_embeddings": true,
+  "transformers_version": "5.14.1",
+  "type_vocab_size": 1,
+  "use_cache": false,
+  "vocab_size": 250002
+}

config_sentence_transformers.json

@@ -0,0 +1,14 @@
+{
+  "__version__": {
+    "pytorch": "2.13.0+cu130",
+    "sentence_transformers": "5.7.0",
+    "transformers": "5.14.1"
+  },
+  "default_prompt_name": null,
+  "model_type": "SentenceTransformer",
+  "prompts": {
+    "document": "",
+    "query": ""
+  },
+  "similarity_fn_name": "cosine"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d70ae60d470094fbae7b06b78f72a04098811adeb278db5d96ec37ce23e2f986
+size 2271064456

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.base.modules.transformer.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.sentence_transformer.modules.pooling.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.sentence_transformer.modules.normalize.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,10 @@
+{
+    "transformer_task": "feature-extraction",
+    "modality_config": {
+        "text": {
+            "method": "forward",
+            "method_output_name": "last_hidden_state"
+        }
+    },
+    "module_output_name": "token_embeddings"
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:326c392f5799a1a73fb5118bac1e78bfc02ad3ca7f04c002cda9915721218c7d
+size 17098339

tokenizer_config.json

@@ -0,0 +1,17 @@
+{
+  "add_prefix_space": true,
+  "backend": "tokenizers",
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "is_local": false,
+  "local_files_only": false,
+  "mask_token": "<mask>",
+  "model_max_length": 8192,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "sp_model_kwargs": {},
+  "tokenizer_class": "XLMRobertaTokenizer",
+  "unk_token": "<unk>"
+}