File size: 30,107 Bytes

b41f660

---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:21955
- loss:CachedMultipleNegativesRankingLoss
base_model: Qwen/Qwen3-Embedding-0.6B
widget:
- source_sentence: 'Title: Gold extatic Musk EDT 90ml'
  sentences:
  - 'Description: [''When you’re looking for soothing relief, reach for Aloe MSM Gel.
    MSM stands for Methyl Sulfonyl Methane, an organic sulfur found in almost all
    living organisms. In fact, sulfur is the third most abundant substance in our
    body. The other main ingredient in Aloe MSM Gel is pure, stabilized Aloe Vera.
    Aloe MSM Gel combines these two powerful ingredients with herbal extracts and
    other select ingredients for soothing relief anytime. Try Aloe MSM Gel today!
    DIRECTIONS: Apply liberally and massage into skin areas where needed. Should eye
    contact occur, flush with water for several minutes. Repeat application as needed.'']

    Clear, non-staining formula

    For soothing relief anytime

    Contains pure, stabilized Aloe Vera'
  - 'Description: [''Edt spray 3 oz design house: balmain'']

    Extatic Balmain Gold Musk By Balmain Edt Spray 3 Oz'
  - 'Description: [''Euphoria is a heavenly and intoxicating perfume for the woman
    who enjoys attention. Its original blend of sparkly and sweet ingredients is simply
    irresistible. Persimmon and pomegranate open the scent with an uncommon kick.
    The two fruits combine for a rich aroma of musky, sweet wine deepened by green
    accords. Black orchid and lotus blossom provide clean, watery flower notes just
    exotic enough to suggest the marvels of a faraway land. Violet, cream, amber,
    and wood notes support the perfume with a milky, savory aroma. Made for the uncommon
    woman, this perfume longs to be noticed.'']'
- source_sentence: 'Title: Nail Clippers for Thick Nails - Heavy Duty Stainless Steel
    Fingernail Toenail Clipper for Tough Nails，Wide Jaw Extra Large Nail Cutter for
    Thick Toenails for Seniors Men & Women，Curved Blades'
  sentences:
  - 'Description: [''Launched by the design house of Chanel in 2002, CHANEL CHANCE
    by Chanel is classified as a flowery fragrance. This feminine scent posesses a
    blend of: a refined blend of jasmine and citrus. It is recommended for daytime
    wear.'']'
  - 'Description: [''Medicated Treatment Conditioner'', ''🥇 Intense multi-functional
    formula.🥈 Designed to penetrate the hair shaft to stop drying and add moisture.
    🥉 Also helps in the aid of minor scalp irritations and fungus.'']

    ✅ 👩🏾 👩🏽‍🦰👩🏼 Works on all hair types

    ✅ Formulated with Aloe

    ✅ Works best when used with Kiti Kiti Medicated Treatment Shampoo

    ✅ Help remove dry, flaking skin from scalp'
  - 'Description: [''Are you still spending thousands of dollars a year for your thick
    nail problems? Are you still complaining about traditional nail clippers for men
    that are easily damaged?'', ''We recommend you to try the new professional nail
    clippers of the DEJLIG brand.'', ''Toenail clippers for thick nails adopt a unique
    lever design, and the blade of nail clippers for thick toenails can be opened
    up to 16mm. Fingernail clippers for men can trim nails of any thickness and easily
    cut our thick nails. Clipper pro nail cutters are very durable and sharp, saying
    goodbye to the annoying thick nail problem.'', ''DEJLIG is an American brand dedicated
    to producing high-quality large nail clippers for thick toenails.'', "Our heavy
    duty nail clippers for thick nails have an elegant ergonomic design and have the
    most durable and sharpest blades. Professional nail clippers for seniors made
    of surgical grade stainless steel have outstanding performance and are today''s
    masterpieces. She is one of the best nail clippers set for men on the market today.  It''s
    time to say goodbye to cheap and low-quality toenail clippers for thick toenails.",
    ''Try our wide jaw toenail clippers now! When you trim your nails, they will provide
    you with the smoothest and most enjoyable experience.'', ''【Gift Box Includes】'',
    ''1 x Big Toenail Clippers 1 x Nail File1×Instructions'', ''【After-sales Service:
    Lifetime Service】'', ''All heavy duty toenail clippers must pass strict quality
    inspections before they can be sold. If you have any questions about our stainless
    steel nail clippers, please go to the following path: "My Order"-"Contact Seller"
    to contact us.'']

    【Professional Nail Clippers Set】- Toe nail clippers for thick toenails are designed
    for various nail types and are suitable for professional occasions such as nail
    salons, including men, women and seniors. This is also a great nail clipper kit
    (including a nail clipper and a nail file), which can provide a relaxing and enjoyable
    experience for heavy duty toenail clippers, nail cutters for seniors and travel
    nail clippers. Large Toenail Clippers for Thick Toenails Are the Best Choice for
    Gifts.

    【Sharp & Durable】- Toenail clippers for thick nails for seniors are made of high-quality
    surgical grade stainless steel for rust and durability .The new sharp curved blade
    adapts to the curvature of the nail and trims sharp pieces of corners precisely.
    Nail clippers for thick toenails use a unique lever, which is very durable, ergonomic
    and comfortable to use. Nail Clippers for Women Are Professional Cutting Tools
    Manufactured According to The Highest Standards.

    【Ultra Wide Jaw Opening】- Professional toenail clippers use a unique lever design,
    allowing the wide jaw blade to open up to 16mm, suitable for trimming nails of
    any thickness. Ultra wide jaw opening and non-slip handle work perfectly together,
    and nail clippers for men can reduce the pressure required to cut thick nails
    or tough toenails. Fingernail clippers for women help us cut nails easily and
    comfortably, so Large Nail Clippers for Thick Toenails Will Be Our Best Tool for
    Trimming Nails.

    【Designed for Thick Nails】- Nail clippers for thick nails can easily trim nails
    of various thicknesses, saving us strength and time. Sturdy and sharp curved blade
    with double curved edges allows toenail clippers for thick toenails to trim nails
    precisely without pain. Heavy duty nail clippers for thick nails effectively alleviate
    tough nail problems caused by fungus, diabetes, and aging. Fingernail Clippers
    for Men Are A Good Helper for Every Thick Nail Friend.

    【Lifetime Warranty】- We are very confident in the quality of our nail trimmer
    for women and offer a leading lifetime replacement warranty to every customer
    who buys thick toenail clippers. If you have any questions about our toenail clippers
    for thick nails, please feel free to email us. Our US professional team will give
    you the most satisfactory answer within 24 hours. Clipper Pro Nail Cutter Provide
    Reliable Quality, So You Can Buy Stainless Steel Nail Clippers with More Confidence.'
- source_sentence: 'Title: Nail Art Brushes,Acrylic Nail Brush,Nail Art Brush,Acrylic
    Brush Embossed Sable Nail Tools for Nail Salon Home Use,Nail Tools (#20)'
  sentences:
  - 'Description: [''Product Details: Weight: about 0.63-0.98 oz Material: alloy +
    plastic + Kolinsky hair Color: Black Size: #8,10,12,14,16,18,20 Length: about
    17.2-18.5 cm Nail brushes soft, flexible bristles give the artist great control
    over the product. Long-lasting and strong, it will not split or deform, the alloy
    handle is easy to handle, has a very smooth surface, more durable than any type
    of brush, both beautiful and practical. Nail acrylic brush is the perfect nail
    art tool for professional salons and home DIY nail art, the more times you use
    it, the smoother the result. Warm Tips: Please clean our nail brushes with a brush
    before use. After the manicure, please clean the nail brush with Brush Liquid
    Monomer. Wipe off as much water as possible with a paper towel and re-store. Proper
    care and cleaning will extend the life of your nail brushes. Proper use and proper
    care will ensure a longer life for your nail art brushes. Always keep air circulating
    and in an upright position. The acrylic nail brushes need to breathe to prevent
    bad stuff growth. Also, keep pinceles para acrilico out of direct sunlight. With
    proper care, your acrylic brush will have a longer life.'']'
  - 'Description: [''For carefree hair with time to spare start your day with Aussie
    Total Miracle Collection 7N1 Shampoo. Packed with 7 benefits in 1 bottle it starts
    by cleansing your tresses to reveal brilliant natural shine. The moisture-enriched
    serum infusion protects your hair from dryness split ends and breakage. On top
    of that this miraculous shampoo makes your hair more manageable by detangling
    your strands. The result? Your hair is less prone to damage and breakage. Follow
    with Aussie Total Miracle Collection 7N1 Conditioner and emerge from the shower
    with a head full of silky smooth hair. Because around here we make Aussome hair
    easy!'']'
  - 'Description: [''EVA Hard Protective Travel Case Carrying Pouch Cover Bag for
    John Frieda Salon Shape 1.5 Inch Hot Air Brush By Hermitshell'']

    Hermitshell Hard Travel Storage Carrying Case Bag

    Protect your favorite device from bumps dents and scratches

    Made to fit John Frieda Salon Shape 1.5 Inch Hot Air Brush

    Material:EVA ,Color: Black

    For sale is case only (device and accessories are sold separately)'
- source_sentence: 'Title: Stand Electric Toothbrush Heads Case Holder for Braun Oral
    B'
  sentences:
  - 'Description: [''3 bottles of ROSE WATER & IVY Shea & Vitamin E SHOWER GELS.'']'
  - 'Description: [''Package Content: 1 x Toothbrush Stand （The toothbrush, brush
    heads, and charger are not included in the package.）'']

    A perfect solution to organize your toothbrush, brush heads and charger in one
    stand.Hold up to 4 brush heads,2 Oral B electric toothbrush.and 1 charger, (Charging
    port size is only suitable for original oral b charger),(The toothbrush, brush
    heads, and charger are not included in the package)

    It comes with a lid that can keep your brush heads safe and clean.the holder is
    made of ABS,100% Environmental protection material,safe and durable

    This fit right around the toothbrush charger perfectly. the cover keeps it extra
    clean and Convenient storage

    Size: 19.5 * 9.5 * 3.5cm, IRLIC Stand Electric Toothbrush Heads Case Holder for
    Braun Oral B

    Compatible with Braun Oral-B rechargeable toothbrush, Oral B Stages Power Kids-950,
    Oral B Stages Power Kids, Oral B Vitality Sensitive Clean, Oral B Pro 600, Oral
    B Pro 650, Oral B Pro 700 3d white, Oral B Pro 1000, Oral B Pro 2000, Oral B Pro
    3000, Oral B Pro 4000, Oral B Pro 5000, Oral B Pro 6000, Oral B Pro 7000, Oral
    B Pro 8000, Oral B Genius 9000, Oral B Genius 10000n'
  - 'Description: []

    ❤️[Short Hairstyles]- Natural Grey Wigs for White Women, 12 inch Length Bob Wigs
    for Women, Heat Resistant Fiber Synthetic Hair Replacement Wigs Colored Blond
    Side Parting Bangs Trendy Haircuts Wig with Free Wig Cap x 1

    ❤️[Hair Material]- Heat resistant hair tinsel that holds up to styling tools providing
    a similar styling versatility as with human hair. The wig can also be customized
    to suit your own individual look by cutting them or using a curling iron/hair
    straightener. (Note: optimal temperature is 250-275 degrees, but going above 350
    degrees is not recommended.)

    ❤️[Occasions]- Fashionable and stylish short bob wig look natural, real like human
    hair wig, very pretty, and feminine, soft touch. You can wear it for parties,
    Halloween, cosplay, daily use, gift sending to friends and certain themed performances,
    fashion and attractive, adding more charm and fun.

    ❤️[Adjustable Size]- Cap size 20-22.5 inches,There are two adjustment straps inside
    the wig, which can be intertwined to a fixed position to suit different head sizes.

    ❤️[Worry-free After-sales]- We Are Committed To Providing Customers with Quality
    Products and Attentive Services, Free Returns If You Don''t Like It or a Quality
    Problem.'
- source_sentence: 'Title: Sinful Colors Finger Nail Polish Color Lacquer Set 16-Piece
    Collection'
  sentences:
  - 'Description: []

    Lot of 16 Random Sinful Colors Finger Nail Polish Color Lacquer All Different
    Colors No Repeats

    Images for reference only

    Actual color/texture may vary from the image shown

    Randomly pre-packed 16 nail polishes'
  - 'Description: ["Adorox Red Horn Devil Woman''s Wig Demon Angel Halloween Costume
    Prop Measures about: 27 Inches Length. Perfect for a Woman''s Devil Halloween
    Costume. Sized for adults and teens. One Size fits most"]

    Long fiery Red hair with Horns

    Measures about: 27 Inches Length

    100% Polyester

    Perfect for a Woman''s Devil Halloween Costume

    Sized for adults and teens.'
  - 'Description: [''Ovvio Oils All Natural Smooth Strength Plus Lip Balm For Chapped
    Lips 0.5 oz (14.2 g)'']'
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---

# SentenceTransformer based on Qwen/Qwen3-Embedding-0.6B

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B) on the amazon-reviews-2023 dataset. It maps sentences & paragraphs to a 1024-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:** [Qwen/Qwen3-Embedding-0.6B](https://huggingface.co/Qwen/Qwen3-Embedding-0.6B) <!-- at revision c54f2e6e80b2d7b7de06f51cec4959f6b3e03418 -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - amazon-reviews-2023
<!-- - **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, 'architecture': 'Qwen3Model'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': True, '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("guyhadad01/EncodeRec_600M_Beauty")
# Run inference
queries = [
    "Title: Sinful Colors Finger Nail Polish Color Lacquer Set 16-Piece Collection",
]
documents = [
    'Description: []\nLot of 16 Random Sinful Colors Finger Nail Polish Color Lacquer All Different Colors No Repeats\nImages for reference only\nActual color/texture may vary from the image shown\nRandomly pre-packed 16 nail polishes',
    "Description: ['Ovvio Oils All Natural Smooth Strength Plus Lip Balm For Chapped Lips 0.5 oz (14.2 g)']",
    'Description: ["Adorox Red Horn Devil Woman\'s Wig Demon Angel Halloween Costume Prop Measures about: 27 Inches Length. Perfect for a Woman\'s Devil Halloween Costume. Sized for adults and teens. One Size fits most"]\nLong fiery Red hair with Horns\nMeasures about: 27 Inches Length\n100% Polyester\nPerfect for a Woman\'s Devil Halloween Costume\nSized for adults and teens.',
]
query_embeddings = model.encode_query(queries)
document_embeddings = model.encode_document(documents)
print(query_embeddings.shape, document_embeddings.shape)
# [1, 1024] [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(query_embeddings, document_embeddings)
print(similarities)
# tensor([[ 0.7898, -0.0228, -0.0027]])
```

<!--
### 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>
-->

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### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
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## Training Details

### Training Dataset

#### amazon-reviews-2023

* Dataset: amazon-reviews-2023
* Size: 21,955 training samples
* Columns: <code>title</code> and <code>description</code>
* Approximate statistics based on the first 1000 samples:
  |         | title                                                                              | description                                                                          |
  |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
  | type    | string                                                                             | string                                                                               |
  | details | <ul><li>min: 6 tokens</li><li>mean: 29.97 tokens</li><li>max: 114 tokens</li></ul> | <ul><li>min: 15 tokens</li><li>mean: 197.11 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | title                                                                                                         | description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             |
  |:--------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>Title: Precision Plunger Bars for Cartridge Grips – 93mm – Bag of 10 Plungers</code>                    | <code>Description: ['The Precision Plunger Bars are designed to work seamlessly with the\xa0Precision Disposable 1. 25" Contoured Soft Cartridge Grips\xa0and the\xa0Precision Disposable 1" Textured Soft Cartridge Grips\xa0to drive cartridge needles with vice style or standard tattoo machine setups. These plunger bars are manufactured from 304 Stainless Steel and feature a brass tip. The plungers are sold in a bag of ten in your choice of 88mm, 93mm, or 98mm length.']<br>Material: 304 Stainless Steel; Brass tip<br>Lengths Available: 88mm, 93mm, 98mm<br>Accepts cartridge needles with vice style tattoo machines<br>Works perfectly with Precision Disposable Soft Cartridge Grips<br>Price per one bag of 10 plungers</code>                                                                                                                                                                                                                                                                                                                    |
  | <code>Title: Lurrose 100Pcs Full Cover Fake Toenails Artificial Transparent Nail Tips Nail Art for DIY</code> | <code>Description: ['Description', 'The false toenails are durable with perfect length. You have the option to wear them long or clip them short, easy to trim and file them to in any length and shape you like. Plus, ABS is kind of green enviromental material, and makes the nails durable, breathable, light even no pressure on your own toenails. Fit well to your natural toenails. Non toxic, no smell, no harm to your health.', 'Feature', '- Color: As Shown.- Material: ABS.- Size: 14.3 x 7.2 x 1cm.', 'Package Including', '100 x Pieces fake toenails']<br>The false toenails are durable with perfect length. You have the option to wear them long or clip them short, easy to trim and file them to in any length and shape you like.<br>ABS is kind of green enviromental material, and makes the nails durable, breathable, light even no pressure on your own nails.<br>Fit well to your natural toenails. Non toxic, no smell, no harm to your health.<br>Wonderful as gift for girlfriend, family and friends.<br>The easiest and mo...</code> |
  | <code>Title: Gold extatic Musk EDT 90ml</code>                                                                | <code>Description: ['Edt spray 3 oz design house: balmain']<br>Extatic Balmain Gold Musk By Balmain Edt Spray 3 Oz</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20.0,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 8,
      "gather_across_devices": false
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `per_device_train_batch_size`: 512
- `num_train_epochs`: 1
- `warmup_ratio`: 0.1
- `bf16`: True
- `push_to_hub`: True
- `hub_model_id`: guyhadad01/EncodeRec_600M_Beauty
- `hub_strategy`: checkpoint
- `prompts`: Instruct: Given a web search query, retrieve relevant passages that answer the query
Query:

#### 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`: 512
- `per_device_eval_batch_size`: 8
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_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`: 1.0
- `num_train_epochs`: 1
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `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
- `bf16`: True
- `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}
- `parallelism_config`: None
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `project`: huggingface
- `trackio_space_id`: trackio
- `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`: True
- `resume_from_checkpoint`: None
- `hub_model_id`: guyhadad01/EncodeRec_600M_Beauty
- `hub_strategy`: checkpoint
- `hub_private_repo`: None
- `hub_always_push`: False
- `hub_revision`: None
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `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
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: no
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `liger_kernel_config`: None
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: True
- `prompts`: Instruct: Given a web search query, retrieve relevant passages that answer the query
Query:
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional
- `router_mapping`: {}
- `learning_rate_mapping`: {}

</details>

### Framework Versions
- Python: 3.12.11
- Sentence Transformers: 5.1.0
- Transformers: 4.57.0
- PyTorch: 2.7.1+cu126
- Accelerate: 1.10.0
- Datasets: 3.6.0
- Tokenizers: 0.22.1

## 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",
}
```

#### CachedMultipleNegativesRankingLoss
```bibtex
@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

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