Instructions to use EmiliaLee/k_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use EmiliaLee/k_model with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("EmiliaLee/k_model")

sentences = [
    "durable plastic shed for garden supplies",
    "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"
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4]

Notebooks
Google Colab
Kaggle

k_model / README.md

EmiliaLee

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metadata

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 model finetuned from 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
Maximum Sequence Length: 8192 tokens
Output Dimensionality: 1024 dimensions
Similarity Function: Cosine Similarity
Supported Modality: Text

Model Sources

Documentation: Sentence Transformers Documentation
Repository: Sentence Transformers on GitHub
Hugging Face: Sentence Transformers on Hugging Face

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:

pip install -U sentence-transformers

Then you can load this model and run inference.

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]])

Training Details

Training Dataset

Unnamed Dataset

Size: 284,573 training samples
Columns: anchor, positive, and negative

Approximate statistics based on the first 100 samples:

	anchor	positive	negative
type	string	string	string
modality	text	text	text
details	min: 7 tokens mean: 10.2 tokens max: 16 tokens	min: 115 tokens mean: 173.42 tokens max: 196 tokens	min: 97 tokens mean: 168.43 tokens max: 205 tokens

Samples:

anchor	positive	negative
`modern 10 inch semi-flush mount light for entryway`	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	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
`sleek glass pendant light for dining room`	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	`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 :`
`small metal frame flush mount light with glass shade`	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	`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`

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "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: anchor, positive, and negative

Approximate statistics based on the first 100 samples:

	anchor	positive	negative
type	string	string	string
modality	text	text	text
details	min: 8 tokens mean: 11.03 tokens max: 18 tokens	min: 110 tokens mean: 159.21 tokens max: 193 tokens	min: 90 tokens mean: 168.18 tokens max: 201 tokens

Samples:

anchor	positive	negative
`quirky rooster shelf sitters`	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	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
`decorative rooster figurines with floral accents`	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	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
`comfortable anti-fatigue mat for kitchen counter`	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	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

Loss: MultipleNegativesRankingLoss with these parameters:

{
    "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

Click to expand

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: {}

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: the end-to-end guide for training or finetuning Sentence Transformer models.
Introduction to Matryoshka Embedding Models: variable-size embeddings that can be truncated with minimal quality loss.
Binary and Scalar Embedding Quantization for Significantly Faster & Cheaper Retrieval: post-training compression of embedding vectors.
Multimodal Embedding & Reranker Models with Sentence Transformers: use text, image, audio, and video models through the same API.
Training and Finetuning Multimodal Embedding & Reranker Models with Sentence Transformers: train multimodal embedding models, with a Visual Document Retrieval walkthrough.

Citation

BibTeX

Sentence Transformers

@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

@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},
}