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base_model: avsolatorio/GIST-Embedding-v0
datasets: []
language: []
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:5864
- loss:ContrastiveTensionLoss
widget:
- source_sentence: pyrex blue cup rectangular plastic cover pc pack original genuine
pyrex made in the usa genuine pyrex replacement lid nonporous surface does not
absorb food odors flavors or stains refrigerator microwave and toprack dishwasher
safe will not fit anchor hocking products included pyrex pc blue cup rectangle
plastic lids lids only containers not included
sentences:
- 'kpywzer vintage leather sling bag bags for men women backpack shoulder messenger
crossbody outdoor travel hiking camping tactical chest pack daypack brown '
- dove beauty bar original moisturizing bar made with moisturizing cream gentle
for soft skin count oz each lock in moisture dove original beauty bar is the
classic white bar cleanser you trust to nourish and pamper skin and give you softer
smoother more radiantlooking skin effective cleanser gently wash away dirt and
germs for use every day on body face and hands this dove beauty bar creates luxurious
lather and wont dry your skin like ordinary bar soaps no dermatologist recommended
formulated with moisturizing cream dove moisturizing beauty bar and gentle skin
cleanser leaves skin instantly soft and smooth with lasting nourishment versatile
cleanser the unique formulation for effective skin care can be enjoyed by the
entire family as this allinone cleanser nourishes your face body and hands for
beautiful skin thoughtfully made this beauty bar is certified crueltyfree by peta
and sulfate free cleansers so you can feel good about switching from ordinary
bar soap to dove beauty bar care with your cleanser our mission is to help the
next generation of women develop a positive relationship with the way they look
helping them raise their selfesteem
- professional stainless steel pots and pans setply piece induction cookware setinduction
oven broiler safe f pots and pans silver stainless steel professional cookware
set geanbioso ply stainless steel pots and pans set combines the epitome in rapid
heating heat retention and cooking stability each piece features cast stainless
steel handles durable rivets measurement markings easytopour edges and allcooktop
compatibility superior qualitypots and pans are crafted from heavyduty ply clad
stainless steelthe outer layer is magneticconducting stainless steel the middle
is layer aluminum alloycore for even heat transfer throughout the panthe pot
is formed in one piece riveted links safe and solid healthy and environmentally
friendly physically nonstick and the service life of up to years or more suitable
for all cooktopsgeanbioso ply stainless steel cookware set is suitable for all
cooktops and is compatible with oven electric gas ceramic halogen and induction
cooktops it is convenient to put the pans in the dishwasheroven safe up to polished
technique easytoclean cookware setthis stainless steel pans and pots set interior
surface used mirror polished technique it make stainless steel cookware sets effectively
avoid deformation warping and rust easy to wash and quick cleanup this kitchen
set not only have long use life also make housework much more easier and decorate
your kitchen looks shining and high class this fabulous set consists of basics
and more the quart covered stockpot with lid takes care of everything from oatmeal
to bechamel sauce also included are and inch open skillets that turn out perfect
grilled cheese hamburgers and crepesand an quart covered stockpot for stews and
soups dishwashersafe this set has no coatings to flake off or plastic to melt
and will surely be family businessmotivated by our year familyhistory in kitchen
supplywe setout to multigenerational familyowned manufacturers in the usand western
europe to buildsuperior culinary toolsour aim is to enhance the experience of
your culinary creation and let them become your best kitchen companion
- source_sentence: logitech g lightspeed wireless gaming headset with suspension headband
lightsync rgb blue voce mic technology and prog audio drivers black total freedom
with up to meter wireless range and lightspeed wireless audio transmission keep
playing for up to hours of battery life play in stereo on playstationr note if
the size of the earbud tips does not match the size of your ear canals or the
headset is not worn properly in your ears you may not obtain the correct sound
qualities or call performance change the earbud tips to ones that fit more snugly
in your earspecific uses for product gamingpersonalstreaming personalize your
headset lighting across the full spectrum m colors play in colors with frontfacing
dualzone lightsync rgb lighting and choose from preset animations or create your
own with g hub software colorful reversible suspension headbands are designed
for comfort during long play sessions advanced mic filters that make your voice
sound richer cleaner and more professional customize with g hub and find your
sound hear every audio cue with breathtaking clarity and get immerse in your game
prog drivers are designed to significantly reduce distortion and reproduce precise
consistent rich sound quality soft duallayer memory foam that conforms to your
head and reduces stress points for longlasting comfort console compatible playstation playstation nintendo
switch in dock stereo sound only via usb wireless dongle frequency response hz khz
sentences:
- 'levis kids pajamas '
- bright dream placemats washable easy to clean pvc placemat for kitchen table heatresistand
woven vinyl hard table mats x inches set of blue placemats pvc and polyesterx
inch xcm dont put tomato juice on the placemats its hard to clean uptemperature
should not exceed washable and easy to cleanhand wash in warm soapy water and
wipe dryif there is stains stuch in the placematuse a brush and soapy water to
clean it no machine wash ecofriendly kitchen accessorieswashablenonfadingnonstainwipe
clean protect your table from scratches and stains liquid can go through placemats
clean it when finishedperfect additon to your dinner tablebeautiful stylish placemats
to addmore fun to your kitchen table
- outdoor portable volleyball net system adjustable height poles with soft volleyball
ball pump hammer boundary line and carry bag for backyard beach lawn for this
volleyball net set easy conversion for the height design for men height for
coplay height and for women height standard volleyball net sturdy nylon
net with strengthen polyester ropes knit together this net could durable inch
piece steel poles with black powdercoating for the total height is official instant
set up designed for easy use the makes each assembly step very simple set
up this set just in minutes volleyball set for backyardlawnbeach this set includes
standard volleyball net steel poles official size and weight volleyball balls
and inflation pump with needle boundary line and a carry bag patent pending
- source_sentence: king queen apron set wedding engagement gifts for couples funny
kitchen gifts for couples husband wife boyfriend girlfriend him her bridal shower
gifts unique valentines day gifts ideas perfect gift for couples searching for
a couples gift that is guaranteed to put glowing smiles on the faces of that special
pair look no further whats better than give the couple a great matching apron
of king queen to help them spending the happy cooking time together beautiful
gift for couples parents friends fantastic gift idea for fathers day mothers day
birthday valentines day anniversaries weddings or christmas superior quality practical couples
aprons are made of denselywoven polyester soft breathable fabric to be used and
enjoyed for years to come designed with adjustable neck waist straps comfortably
fit all body shapes sizes these aprons dont just look cute they add extra fun
to your daily routine quality time with your partner just got way better premium
quality design and printing carefully crafted for those who appreciate distinctive
elegance and quality our peel proof graphics are machine washable our aprons are
built to last and waterproof and deformable these matching aprons make a perfect
idea for valentines day gifts christmas gifts thanksgiving gifts birthday gifts
couple gifts engagement wedding anniversary gifts or housewarming gifts gifts
for couples who have everything king and queen apron gift set is made of denselywoven
polyester fabrics do waterproof and stainproof it can be worn while doing housework
gardening painting and baking our king and queen matching aprons come packaged
in a beautiful box ready to be gifted want to be the hit of the party add to cart
hasslefree guarantee never worry about not having a suitable choice for engagement
wedding anniversary gifts valentines day gifts christmas gifts housewarming gifts king queen
aprons gift set is perfect couples gifts your girlfriend boyfriend wife husband
partner parents best friend and family members will have a great laugh we take
pride in our king queen aprons with pockets and back these up with a lifetime
guarantee
sentences:
- 'maven thread workout headbands for women wide headbands for women sports running
headband for exercise gym hairband athletic workouts and yoga thick non slip
sweatbands for women pack fashionable functional these headbands for women make
the perfect accessory for a killer workout outfit or for adorable casual wear
whether youre doing yoga playing sports running hitting the gym or simply lounging
at home our headband will keep your hair out of the way and keep you looking fresh
nomess sweatband a girls gotta sweat and when she does our thick headband accessories
are ready for it this stretchy band features nonslip grip and moisturewicking
material so no matter the sport youre playing or the exercise youre doing you
can give it your all this hairband will wrap snugly around your head but wont
be too tight cute designs our headbands come in a variety of cute modern designs
that both girls and women love whether youre looking for an accessory to match
your favorite sweats or a headband to spruce up your ponytail were sure to have
a look youll love this basics set features darkgray headband lightgray headband navy
headband and black headband style for any wear whether youre a nurse trying to
keep her hair pulled back at work a runner pounding the pavement a biker hitting
the trails or just someone looking to add a boho or athletic touch to your outfit
these wraps are for you the cloth will keep thin straight curly or even thick
hair back if youre going to get sweaty toss an extra headband in your purse comfort quality
combined at maven thread we take pride in creating highquality products that are
both stylish and durable our headbands are made of comfortable fabric with of
blend of polyester rayon and spandex this fabric gives our bands fourway stretch
for onesizefitsall sizing we also offer sweatbands in widths and '
- 'disney minnie mouse girls short sleeve tshirt and shorts set for toddlers and
big kids '
- 'gymboree boys and toddler linen chino shorts '
- source_sentence: 'ntbay flannel fuzzy toddler blanket fluffy warm and lightweight
reversible stripes design baby plush blanket x inches pink flannel package include x
toddler blanket x inches product features our cozy baby blanket is made of flannel
fabric which is skin friendly and soft the lightweight toddler blanket is not
so thick but it can keep your baby warm and does not feel the pressure of the
blanket weight product function the size of the baby blanket is suitable and lightweight
which means that you can easily fold it up and pack it in bags while traveling
our baby blanket can be a multipurpose for baby stroller covers car seat covers
and all seasons applicable easy care machine wash cold gentle cycle only nonchlorine
bleach when needed tumble dry low cool iron if needed satisfactory sales service
we are so confident in the quality of our product that we offer days return and
replacement service we also provide it with a life time free customer service
if you find that our products have quality problems just contact us and we will
solve the problem for you immediately '
sentences:
- neutrogena original fragrancefree facial cleansing bar with glycerin pure transparent
gentle face wash bar soap free of harsh detergents dyes hardeners oz ounce neutrogena
facial cleansing bar in original fragrancefree formula for gentle daily facial
cleansing from a dermatologistrecommended skin care brand this pure cleansing
bar is designed for all skin types and lathers up to remove excess oil and gently
cleanse skin featuring the original neutrogena formula the face soap bar is glycerinrich
to attract moisture and contains no harsh detergents dyes or hardeners that can
irritate the skin our face cleansing bar is exceptionally cleanrinsing without
leaving behind any poreclogging residue for clear healthierlooking skin the pure
and gentle formula of this facial soap bar is fragrancefree hypoallergenic and
suitable for daily use
- 'french toast girls big vneck jumper blue gold plaid '
- philips norelco shaver rechargeable cordless electric shaver with popup trimmer
x with comfortcut blades you get a clean shave thats comfortable on your skin
rounded caps shield selfsharpening blades to gently cut hair just above skin
level and help the shaver glide smoothly over your skin d flex heads move independently
in directions to automatically adjust to the curves of your face neck and jaw
line popup trimmer for mustache and sideburns finish your look with the builtin
trimmer its ideal for maintaining your mustache and trimming your sideburns at
the touch of a button you can pop the heads open for an easy and thorough clean
under the tap up to minutes of cordless runtime thats about shaves or plug
it in for instant continuous power
- source_sentence: magic the gathering modern horizons bundle gift edition deluxe
bundle with collector booster play boosters fullart lands exclusive accessories
give the gift of magicthe perfect present for any magic fan this gift bundle is
full of exclusive accessories and the coolest cards from modern horizons including
a collector booster packed with rare cards shiny foils and altart altframe cards
moderns never been more marvelousintroducing a heaping helping of exciting cards
for modern one of magics most celebrated formats plus the return of competitive
favorites theres something for every fan to love in modern horizons a collector
booster full of treasuresboth powerful and flashy the included collector booster
is packed with only the coolest cards and is the only place fans may find foiletched
cards textured foil cards or serialized cards printed with a unique number boosters
for playing building decksplay boosters are the best packs for playing magic
with friends and are fun to open with a possibility of multiple rares and at least shining
foil card in every pack fullart lands special alternateart cardevery mh bundle
gift edition also comes with traditional foil promo card featuring bundleexclusive
alternate art and of the included land cards feature stunning fullart foil nonfoil
exclusive accessorieseach gift bundle also comes with exclusive accessories including
a special die to track your life total as you play and a sturdy box to store everything
in bundle gift edition contents collector booster play boosters traditional
foil altart card land cards foil nonfoil spindown life counter card storage
box and reference cards
sentences:
- dove men care in bar cleanser for body face and shaving extra fresh body and
facial cleanser more moisturizing than bar soap to clean and hydrate skin ounce
pack of hydrate your skin unlike other regular bar soap that can dry out skin
dove mencare extra fresh body and face bar deeply cleans and hydrates skin leaving
skin feeling smooth and comfortable from the dermatologist recommended mens brand
this face and body bar is formulated with more moisturizer than ordinary soap
bar and washes off easily to leave skin feeling healthy in for bar cleanser
for body face and shaving dove mencare extra fresh body and face bar formulation
is so hydrating and gentle on skin that you can also use it to wash your face
or to shave refreshing clean feel clean and invigorated with this hydrating body
cleanser and face bar and enjoy its crisp refreshing scent of mandarin citrus
patchouli and rosemary designed for men mens skin care is different men sweat
more have thicker skin and lose hydration faster dove mencare is specifically
developed for mens skin to protect it against skin dryness pledge for paternity
from the dermatologist recommended mens brand were committed to making paid paternity
leave the new standard
- backdrop stand xft photo video studio adjustable backdrop stand for parties wedding
photography advertising display note balloons colorful decorations are not included
meaningful family gathering cheerful and memorable birthday party romantic and
warm wedding professional photography attractive advertising display and other
uses just get ft backdrop stands adjustable stable backdrop stand loading capacity
up to lbkg good flexibility with width ftft height ft ft heavy duty spring clamp
and backdrop elastic string clip to holds curtains canvas muslin projector screen
or seamless paper prevent background slippage photography weight sandbag to stabilize
the backdrop support system note this bag comes empty its capacity is about lbub
the kit includes pcs crossbar parts pcs tripod bracket pcs spring clamp pcs
backdrop elastic string clip pcs sand bag pc carry bag
- 'burts bees baby baby girls mittens noscratch mitts organic cotton set of '
---
# SentenceTransformer based on avsolatorio/GIST-Embedding-v0
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [avsolatorio/GIST-Embedding-v0](https://huggingface.co/avsolatorio/GIST-Embedding-v0). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
## Model Details
### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [avsolatorio/GIST-Embedding-v0](https://huggingface.co/avsolatorio/GIST-Embedding-v0) <!-- at revision bf6b2e55e92f510a570ad4d7d2da2ec8cd22590c -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 tokens
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->
### Model Sources
- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
### Full Model Architecture
```
SentenceTransformer(
(0): Transformer({'max_seq_length': 512, 'do_lower_case': True}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(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("wjunwei/ecommerce_text_embedding")
# Run inference
sentences = [
'magic the gathering modern horizons bundle gift edition deluxe bundle with collector booster play boosters fullart lands exclusive accessories give the gift of magicthe perfect present for any magic fan this gift bundle is full of exclusive accessories and the coolest cards from modern horizons including a collector booster packed with rare cards shiny foils and altart altframe cards moderns never been more marvelousintroducing a heaping helping of exciting cards for modern one of magics most celebrated formats plus the return of competitive favorites theres something for every fan to love in modern horizons a collector booster full of treasuresboth powerful and flashy the included collector booster is packed with only the coolest cards and is the only place fans may find foiletched cards textured foil cards or serialized cards printed with a unique number boosters for playing building decksplay boosters are the best packs for playing magic with friends and are fun to open with a possibility of multiple rares and at least shining foil card in every pack fullart lands special alternateart cardevery mh bundle gift edition also comes with traditional foil promo card featuring bundleexclusive alternate art and of the included land cards feature stunning fullart foil nonfoil exclusive accessorieseach gift bundle also comes with exclusive accessories including a special die to track your life total as you play and a sturdy box to store everything in bundle gift edition contents collector booster play boosters traditional foil altart card land cards foil nonfoil spindown life counter card storage box and reference cards',
'backdrop stand xft photo video studio adjustable backdrop stand for parties wedding photography advertising display note balloons colorful decorations are not included meaningful family gathering cheerful and memorable birthday party romantic and warm wedding professional photography attractive advertising display and other uses just get ft backdrop stands adjustable stable backdrop stand loading capacity up to lbkg good flexibility with width ftft height ft ft heavy duty spring clamp and backdrop elastic string clip to holds curtains canvas muslin projector screen or seamless paper prevent background slippage photography weight sandbag to stabilize the backdrop support system note this bag comes empty its capacity is about lbub the kit includes pcs crossbar parts pcs tripod bracket pcs spring clamp pcs backdrop elastic string clip pcs sand bag pc carry bag',
'burts bees baby baby girls mittens noscratch mitts organic cotton set of ',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
<!--
### Direct Usage (Transformers)
<details><summary>Click to see the direct usage in Transformers</summary>
</details>
-->
<!--
### Downstream Usage (Sentence Transformers)
You can finetune this model on your own dataset.
<details><summary>Click to expand</summary>
</details>
-->
<!--
### Out-of-Scope Use
*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->
<!--
## Bias, Risks and Limitations
*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->
<!--
### Recommendations
*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 5,864 training samples
* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 | label |
|:--------|:-----------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:------------------------------------------------|
| type | string | string | int |
| details | <ul><li>min: 5 tokens</li><li>mean: 144.3 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 143.08 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>0: ~87.50%</li><li>1: ~12.50%</li></ul> |
* Samples:
| sentence_0 | sentence_1 | label |
|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
| <code>philips norelco shaver rechargeable electric shaver with popup trimmer s comfortcut blades get a clean shave thats comfortable on your skin rounded blade caps shield selfsharpening blades to gently cut hair just above skin level and help the shaver glide smoothly over your skin experience a convenient clean shave with heads that flex and float in directions the head adjusts to the curves of your face ensuring smooth contact with your skin without a lot of pressure d flex heads follow your faces contours for a clean shave popup trimmer for mustache and sideburns finish your look with the builtin trimmer ideal for maintaining your mustache and trimming your sideburns onetouch open for easy cleaning experience a convenient clean shave with heads that flex and float in directions the head adjusts to the curves of your face ensuring smooth contact with your skin without a lot of pressure minutes of cordless shaving from an hour charge thats about shaves or plug it in for instant continuous power</code> | <code>philips norelco shaver rechargeable electric shaver with popup trimmer s comfortcut blades get a clean shave thats comfortable on your skin rounded blade caps shield selfsharpening blades to gently cut hair just above skin level and help the shaver glide smoothly over your skin experience a convenient clean shave with heads that flex and float in directions the head adjusts to the curves of your face ensuring smooth contact with your skin without a lot of pressure d flex heads follow your faces contours for a clean shave popup trimmer for mustache and sideburns finish your look with the builtin trimmer ideal for maintaining your mustache and trimming your sideburns onetouch open for easy cleaning experience a convenient clean shave with heads that flex and float in directions the head adjusts to the curves of your face ensuring smooth contact with your skin without a lot of pressure minutes of cordless shaving from an hour charge thats about shaves or plug it in for instant continuous power</code> | <code>1</code> |
| <code>speedo girls swimsuit one piece thin straps </code> | <code>lace tulle flower girl long dress for wedding oneck princess dresses long sleeve pageant party gown </code> | <code>0</code> |
| <code>pyrex blue cup rectangular plastic cover pc pack original genuine pyrex made in the usa genuine pyrex replacement lid nonporous surface does not absorb food odors flavors or stains refrigerator microwave and toprack dishwasher safe will not fit anchor hocking products included pyrex pc blue cup rectangle plastic lids lids only containers not included</code> | <code>kpywzer vintage leather sling bag bags for men women backpack shoulder messenger crossbody outdoor travel hiking camping tactical chest pack daypack brown </code> | <code>0</code> |
* Loss: [<code>ContrastiveTensionLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastivetensionloss)
### Training Hyperparameters
#### Non-Default Hyperparameters
- `num_train_epochs`: 5
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: no
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 8
- `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
- `learning_rate`: 5e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1
- `num_train_epochs`: 5
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.0
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: False
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adamw_torch
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`:
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin
</details>
### Training Logs
| Epoch | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.6821 | 500 | 7.4403 |
| 1.3643 | 1000 | 4.8536 |
| 2.0464 | 1500 | 3.8646 |
| 2.7285 | 2000 | 3.8877 |
| 3.4106 | 2500 | 3.8789 |
| 4.0928 | 3000 | 3.8052 |
| 4.7749 | 3500 | 3.8385 |
### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.0.1
- Transformers: 4.41.2
- PyTorch: 2.3.0+cu121
- Accelerate: 0.31.0
- Datasets: 2.20.0
- Tokenizers: 0.19.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
```
#### ContrastiveTensionLoss
```bibtex
@inproceedings{carlsson2021semantic,
title={Semantic Re-tuning with Contrastive Tension},
author={Fredrik Carlsson and Amaru Cuba Gyllensten and Evangelia Gogoulou and Erik Ylip{"a}{"a} Hellqvist and Magnus Sahlgren},
booktitle={International Conference on Learning Representations},
year={2021},
url={https://openreview.net/forum?id=Ov_sMNau-PF}
}
```
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