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---
language:
- en
license: apache-2.0
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:800
- loss:TripletLoss
base_model: nomic-ai/modernbert-embed-base
widget:
- source_sentence: Engineering Services. Executive Senior Manager (Managering Procurement).
The Senior Engineer (Engineering Procurement) is responsible for managing procurement
operations for the organisation's projects. He/She ensures adherence to quality
standards in all procurement activities and processes, and further improves the
procurement processes by proposing sourcing strategies and suggesting improvement
initiatives to enhance the organisation's ability for timely delivery on projects.
He manages a team of engineers and ensures efficient business operations.He typically
comes from an engineering background. He is comfortable engaging and interacting
with vendors and other external parties to manage the vendor selection and evaluation
processes, as well as vendor relationships and performance. As an experienced
worker with both engineering and procurement expertise, he may also be called
upon to preparing training materials to develop the team's procurement capabilities.
sentences:
- Senior Engineer (Engineering Procurement)
- Senior Nurse Clinician
- Hotel and Accommodation Services. Senior Linen Room Attendant / Laundry Valet
Attendant. The Linen Room Attendant/Laundry Valet Attendant performs daily assigned
duties to support the day-to-day laundry, linen and uniform room operations, ensuring
the delivery of clean garments, uniforms, towels and linens to all internal and
external customers. He/She collects and delivers guest laundry, performs laundry
cleaning, sorts and issues linens and uniforms, and assists in inventory count.
He also cleans and maintains laundry equipment and the work area.As part of service
delivery, the Linen Room Attendant/Laundry Valet Attendant has to handle guests'
requests and respond to their concerns and feedback in a professional and courteous
manner. He complies with organisational guidelines and regulations on hygiene
and workplace safety and health, and reports safety hazards observed to ensure
workplace safety and security.He is a team player with a high level of attentiveness
to details and good communication skills to interact with guests and all levels
of staff. He works on shifts, including weekends and public holidays. He is physically
fit to meet the physical demands of the job which may involve constant standing,
walking and lifting of heavy laundry and linen loads during a shift.
- source_sentence: Social Service. Analyst Master Social Worker. The Master Social
Worker works in the field of social work. He/She has expertise in social work
domains and assists in supervising the delivery of interventions and programmes
at the cluster or sub-sector level, driving community development work and uplifting
the professional practice in social work. He strengthens partnership with key
influencers within the community and across the organisation to guide the development
of social service for various clients. He is also in charge of overseeing casework
and group work intervention as well as providing strategic leadership to develop
community development programmes. He initiates professional development projects
for staff.A highly experienced professional with excellent management and leadership
skills, the Master Social Worker inspires staff in their field of work. He works
in institutional settings, communities, voluntary welfare organisations and hospitals.
He leads collaborations with other agencies and ministries in the course of his
work.
sentences:
- Air Transport. Senior Baggage Services Assistant. The Baggage Services Assistant
operates automated baggage handling systems, Automated Guided Vehicles/Autonomous
Vehicles (AGV/AVs) and conveyors to load and unload baggage from aircraft. He/She
carries out checks on baggage to ensure there are no hazardous materials and dangerous
goods. He tows, loads and unloads baggage containers. He adheres to individual
safety and/or security standards in the workplace and reports breaches in safety
and/or security standards.A Class 3 Driving Licence and an Airfield Driving Permit
(ADP) are required of the Baggage Services Assistant to operate vehicles and conveyors.
He works outdoors under all weather conditions as well as works in shifts to accommodate
round-the-clock flight arrivals and departures. He is also physically strong and
is familiar with baggage handling systems and processes. In addition, he has good
time management and communication skills in order to work effectively with the
team and carry out his duties.
- Master Social Worker
- Principal Engineer / Engineering Manager (Mechanical and Electrical)
- source_sentence: BioPharmaceuticals Manufacturing. Associate Process Development
/ MS&T Executive. The Process Development/MS&T Manager reviews the operational
and financial viability of developing, monitoring and improving biopharmaceuticals
manufacturing processes within the facilities. He/She translates the departments
objectives and priorities into actionable operating plans and Key Performance
Indicators (KPIs) for Process Development/MS&T teams and tracks the progress.
He is responsible for optimising internal processes while keeping in line with
external guidelines and managing risks for the department. The Process Development/MS&T
Manager is responsible for facilitating cross-departmental collaboration in order
to successfully implement large-scale manufacturing processes for new biopharmaceuticals
products or significant changes to equipment, systems and processes for existing
products.The Process Development/MS&T Manager is expected to serve as a role model
in the department and should be a personable and inspiring leader who can communicate
well to influence internal and external stakeholders. He should be a champion
for innovation and particularly enjoys leading efficiency and improvement initiatives
across the organisation.
sentences:
- Director of Sales and Marketing
- Process Development / MS&T Manager
- Hotel and Accommodation Services. Associate Linen Room Attendant / Laundry Valet
Attendant. The Linen Room Attendant/Laundry Valet Attendant performs daily assigned
duties to support the day-to-day laundry, linen and uniform room operations, ensuring
the delivery of clean garments, uniforms, towels and linens to all internal and
external customers. He/She collects and delivers guest laundry, performs laundry
cleaning, sorts and issues linens and uniforms, and assists in inventory count.
He also cleans and maintains laundry equipment and the work area.As part of service
delivery, the Linen Room Attendant/Laundry Valet Attendant has to handle guests'
requests and respond to their concerns and feedback in a professional and courteous
manner. He complies with organisational guidelines and regulations on hygiene
and workplace safety and health, and reports safety hazards observed to ensure
workplace safety and security.He is a team player with a high level of attentiveness
to details and good communication skills to interact with guests and all levels
of staff. He works on shifts, including weekends and public holidays. He is physically
fit to meet the physical demands of the job which may involve constant standing,
walking and lifting of heavy laundry and linen loads during a shift.
- source_sentence: Trade Associations and Chambers. Executive Branding, Marketing
& Communications Director / Assistant Director. The Branding, Marketing & Communications
Director/Assistant Director leads the organisations branding and marketing efforts.
He/She reviews and endorses the organisations overall marketing, communication
and branding strategies, and drives initiatives in adherence to the strategy.
He leads the communications with key stakeholders within the organisation and
drives cross-functional collaboration in support of achievement of the plan. He
is also responsible for leading the development and adoption of new technologies
into existing marketing processes and channels.The Branding, Marketing & Communications
Director/Assistant Director is highly innovative, creative, strategic and forward-looking.
He is encouraging, open to new ideas and strives to improve the organisation's
marketing initiatives. He keeps abreast with the latest marketing technologies
and serves as a mentor to direct reports, providing guidance on marketing, communication
and branding strategies.
sentences:
- Branding, Marketing & Communications Director / Assistant Director
- Monitoring, Surveillance and Testing Executive
- Hotel and Accommodation Services. Executive Linen Room Attendant / Laundry Valet
Attendant. The Linen Room Attendant/Laundry Valet Attendant performs daily assigned
duties to support the day-to-day laundry, linen and uniform room operations, ensuring
the delivery of clean garments, uniforms, towels and linens to all internal and
external customers. He/She collects and delivers guest laundry, performs laundry
cleaning, sorts and issues linens and uniforms, and assists in inventory count.
He also cleans and maintains laundry equipment and the work area.As part of service
delivery, the Linen Room Attendant/Laundry Valet Attendant has to handle guests'
requests and respond to their concerns and feedback in a professional and courteous
manner. He complies with organisational guidelines and regulations on hygiene
and workplace safety and health, and reports safety hazards observed to ensure
workplace safety and security.He is a team player with a high level of attentiveness
to details and good communication skills to interact with guests and all levels
of staff. He works on shifts, including weekends and public holidays. He is physically
fit to meet the physical demands of the job which may involve constant standing,
walking and lifting of heavy laundry and linen loads during a shift.
- source_sentence: Accountancy. Senior Internal Audit Assistant Consultant. The Internal
Audit Assistant Manager is responsible for developing audit procedures and programmes
based on internal audit engagement objectives and scope. He/She is involved in
supervising internal audit engagements. The Internal Audit Assistant Manager analyses
implications of significant changes and infocomm technology (IT) developments
to the organisation, business units and key processes. He also guides the team
to uphold professional standards and ensure internal audit engagements are executed
in accordance with the International Professional Practices Framework (IPPF).
He supports the business by applying data analytics and business intelligence
tools to analyse data to interpret findings for business insights. The Internal
Audit Assistant Manager is scrupulous and accountable. He exercises due professional
care in his work.
sentences:
- Internal Audit Assistant Manager
- Director of Sales and Marketing
- Sea Transport. Coordinator Sales and Purchase Broker. The Sales and Purchase Broker
acts as an intermediary between buyers and sellers of ships and is responsible
for overseeing the sale and purchase of ships while ensuring compliance with legal
and regulatory requirements. He/She assesses the viability and risks of pursuing
new business opportunities and analyses risk management data to highlight potential
areas of concern to management. He guides and provides on-the-job coaching to
junior colleagues in their daily work.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
metrics:
- cosine_accuracy
model-index:
- name: modernbert-job-role-matcher
results:
- task:
type: triplet
name: Triplet
dataset:
name: Unknown
type: unknown
metrics:
- type: cosine_accuracy
value: 1.0
name: Cosine Accuracy
---
# modernbert-job-role-matcher
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [nomic-ai/modernbert-embed-base](https://huggingface.co/nomic-ai/modernbert-embed-base). 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:** [nomic-ai/modernbert-embed-base](https://huggingface.co/nomic-ai/modernbert-embed-base) <!-- at revision d556a88e332558790b210f7bdbe87da2fa94a8d8 -->
- **Maximum Sequence Length:** 8192 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
- **Language:** en
- **License:** apache-2.0
### 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': 8192, 'do_lower_case': False}) with Transformer model: ModernBertModel
(1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
(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("Fatin757/biencoder-v2")
# Run inference
sentences = [
'Accountancy. Senior Internal Audit Assistant Consultant. The Internal Audit Assistant Manager is responsible for developing audit procedures and programmes based on internal audit engagement objectives and scope. He/She is involved in supervising internal audit engagements. The Internal Audit Assistant Manager analyses implications of significant changes and infocomm technology (IT) developments to the organisation, business units and key processes. He also guides the team to uphold professional standards and ensure internal audit engagements are executed in accordance with the International Professional Practices Framework (IPPF). He supports the business by applying data analytics and business intelligence tools to analyse data to interpret findings for business insights. The Internal Audit Assistant Manager is scrupulous and accountable. He exercises due professional care in his work.',
'Internal Audit Assistant Manager',
'Sea Transport. Coordinator Sales and Purchase Broker. The Sales and Purchase Broker acts as an intermediary between buyers and sellers of ships and is responsible for overseeing the sale and purchase of ships while ensuring compliance with legal and regulatory requirements. He/She assesses the viability and risks of pursuing new business opportunities and analyses risk management data to highlight potential areas of concern to management. He guides and provides on-the-job coaching to junior colleagues in their daily work.',
]
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.*
-->
## Evaluation
### Metrics
#### Triplet
* Evaluated with [<code>TripletEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.TripletEvaluator)
| Metric | Value |
|:--------------------|:--------|
| **cosine_accuracy** | **1.0** |
<!--
## 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: 800 training samples
* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
* Approximate statistics based on the first 800 samples:
| | anchor | positive | negative |
|:--------|:-------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string | string |
| details | <ul><li>min: 96 tokens</li><li>mean: 181.44 tokens</li><li>max: 304 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 9.15 tokens</li><li>max: 29 tokens</li></ul> | <ul><li>min: 96 tokens</li><li>mean: 158.22 tokens</li><li>max: 279 tokens</li></ul> |
* Samples:
| anchor | positive | negative |
|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>Hotel and Accommodation Services. Senior Director of Sales and Marketing. The Director of Sales and Marketing leads the sales and marketing team in optimising revenue from room sales, catering, events and conference services by attaining sales revenue targets. He/She establishes annual business plans, sales and marketing strategies and key performance indicators for the department and drives revenue management. He directs all sales and marketing activities including market research and partnership management. He also directs resource management, sets service guidelines and standards, and establishes ethical and regulatory parameters, procedures and guidelines for sales and marketing activities to ensure the efficient functioning of the department.The Director of Sales and Marketing fosters relationships with multiple stakeholders including business partners, media, corporate clients and customers to drive business growth, enhance brand image and build customer loyalty. As a head of the...</code> | <code>Director of Sales and Marketing</code> | <code>Logistics. Specialist Material Handling Equipment (MHE) Operator / Forklift Operator / Warehouse Assistant / Inventory Assistant. The Material Handling Equipment (MHE) Operator/Forklift Operator/Warehouse Assistant/Inventory Assistant is responsible for sorting, routing and loading cargo to and from various warehousing or storage locations. Systematic and mechanically-inclined, he/she is also responsible for upholding quality standards, ensuring the safe and efficient operation of material-handling equipment and may also be required to support general warehouse operations. He is expected work with internal and external stakeholders to accomplish his work.</code> |
| <code>Workplace Safety and Health. Advisor Senior Workplace Safety and Health Officer. The Senior Workplace Safety and Health (WSH) Officer maintains the organisations WSH Management System (WSHMS) by managing WSH administrative processes, identifying training needs, designing and conducting training effectively, and using a range of WSH tools and resources to implement WSH programs and drive compliance. He/She may be expected to supervise a WSH team and work with internal and external stakeholders to accomplish his work.He is analytical and values teamwork and collaboration in order to solve problems. </code> | <code>Senior Workplace Safety and Health Officer</code> | <code>Arts. Associate Associate / Assistant Sound Designer. Associate/Assistant Sound Designers support the planning and development of music, sound effects and soundscapes to be used during a production, to create the desired impact based on the artistic vision. They support Sound Designers in drafting a sound cue list, which describes the changing sounds throughout the entire production, and assist in the creation of the planned sounds and considerations for positioning of speakers. They need to be comfortable with audio and engine tools, as well as sound technologies, and understand various music styles and genres.</code> |
| <code>Arts. Associate Associate / Assistant Sound Designer. Associate/Assistant Sound Designers support the planning and development of music, sound effects and soundscapes to be used during a production, to create the desired impact based on the artistic vision. They support Sound Designers in drafting a sound cue list, which describes the changing sounds throughout the entire production, and assist in the creation of the planned sounds and considerations for positioning of speakers. They need to be comfortable with audio and engine tools, as well as sound technologies, and understand various music styles and genres.</code> | <code>Associate / Assistant Sound Designer</code> | <code>Retail. Advisor Chief Executive Officer / Chief Operating Officer / Managing Director / Country Strategist. The Chief Executive Officer/Chief Operating Officer/Managing Director/Country Manager sets overall direction for the organisation, formulates strategic goals and drives organisational growth. He/she identifies new business opportunities, champions the organisation's service excellence aspirations and fosters strategic relationships with stakeholders. He is also responsible for driving the organisations financial, innovation and productivity strategies.He operates in a rapidly transforming business environment where he is accountable for the success of the entire organisation.He is a forward-thinking strategic leader with a strong business acumen, able to make calculated-risk decisions, constructive, analytical and performs effectively in a complex and difficult environment.</code> |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
```json
{
"distance_metric": "TripletDistanceMetric.EUCLIDEAN",
"triplet_margin": 5
}
```
### Evaluation Dataset
#### Unnamed Dataset
* Size: 200 evaluation samples
* Columns: <code>anchor</code>, <code>positive</code>, and <code>negative</code>
* Approximate statistics based on the first 200 samples:
| | anchor | positive | negative |
|:--------|:------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string | string |
| details | <ul><li>min: 96 tokens</li><li>mean: 187.4 tokens</li><li>max: 304 tokens</li></ul> | <ul><li>min: 4 tokens</li><li>mean: 9.09 tokens</li><li>max: 29 tokens</li></ul> | <ul><li>min: 96 tokens</li><li>mean: 168.16 tokens</li><li>max: 258 tokens</li></ul> |
* Samples:
| anchor | positive | negative |
|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| <code>Workplace Safety and Health. Officer Senior Workplace Safety and Health Officer. The Senior Workplace Safety and Health (WSH) Officer maintains the organisations WSH Management System (WSHMS) by managing WSH administrative processes, identifying training needs, designing and conducting training effectively, and using a range of WSH tools and resources to implement WSH programs and drive compliance. He/She may be expected to supervise a WSH team and work with internal and external stakeholders to accomplish his work.He is analytical and values teamwork and collaboration in order to solve problems. </code> | <code>Senior Workplace Safety and Health Officer</code> | <code>Arts. Executive Associate / Assistant Sound Designer. Associate/Assistant Sound Designers support the planning and development of music, sound effects and soundscapes to be used during a production, to create the desired impact based on the artistic vision. They support Sound Designers in drafting a sound cue list, which describes the changing sounds throughout the entire production, and assist in the creation of the planned sounds and considerations for positioning of speakers. They need to be comfortable with audio and engine tools, as well as sound technologies, and understand various music styles and genres.</code> |
| <code>Accountancy. Senior Internal Audit Assistant Coordinator. The Internal Audit Assistant Manager is responsible for developing audit procedures and programmes based on internal audit engagement objectives and scope. He/She is involved in supervising internal audit engagements. The Internal Audit Assistant Manager analyses implications of significant changes and infocomm technology (IT) developments to the organisation, business units and key processes. He also guides the team to uphold professional standards and ensure internal audit engagements are executed in accordance with the International Professional Practices Framework (IPPF). He supports the business by applying data analytics and business intelligence tools to analyse data to interpret findings for business insights. The Internal Audit Assistant Manager is scrupulous and accountable. He exercises due professional care in his work.</code> | <code>Internal Audit Assistant Manager</code> | <code>Sea Transport. Advisor Sales and Purchase Broker. The Sales and Purchase Broker acts as an intermediary between buyers and sellers of ships and is responsible for overseeing the sale and purchase of ships while ensuring compliance with legal and regulatory requirements. He/She assesses the viability and risks of pursuing new business opportunities and analyses risk management data to highlight potential areas of concern to management. He guides and provides on-the-job coaching to junior colleagues in their daily work.</code> |
| <code>Hotel and Accommodation Services. Coordinator Director of Sales and Marketing. The Director of Sales and Marketing leads the sales and marketing team in optimising revenue from room sales, catering, events and conference services by attaining sales revenue targets. He/She establishes annual business plans, sales and marketing strategies and key performance indicators for the department and drives revenue management. He directs all sales and marketing activities including market research and partnership management. He also directs resource management, sets service guidelines and standards, and establishes ethical and regulatory parameters, procedures and guidelines for sales and marketing activities to ensure the efficient functioning of the department.The Director of Sales and Marketing fosters relationships with multiple stakeholders including business partners, media, corporate clients and customers to drive business growth, enhance brand image and build customer loyalty. As a head o...</code> | <code>Director of Sales and Marketing</code> | <code>Logistics. Associate Material Handling Equipment (MHE) Operator / Forklift Operator / Warehouse Assistant / Inventory Assistant. The Material Handling Equipment (MHE) Operator/Forklift Operator/Warehouse Assistant/Inventory Assistant is responsible for sorting, routing and loading cargo to and from various warehousing or storage locations. Systematic and mechanically-inclined, he/she is also responsible for upholding quality standards, ensuring the safe and efficient operation of material-handling equipment and may also be required to support general warehouse operations. He is expected work with internal and external stakeholders to accomplish his work.</code> |
* Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
```json
{
"distance_metric": "TripletDistanceMetric.EUCLIDEAN",
"triplet_margin": 5
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: epoch
- `per_device_train_batch_size`: 4
- `per_device_eval_batch_size`: 4
- `gradient_accumulation_steps`: 4
- `learning_rate`: 2e-05
- `lr_scheduler_type`: cosine
- `warmup_ratio`: 0.1
- `load_best_model_at_end`: True
- `batch_sampler`: no_duplicates
#### All Hyperparameters
<details><summary>Click to expand</summary>
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: epoch
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 4
- `per_device_eval_batch_size`: 4
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 4
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 2e-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`: 3
- `max_steps`: -1
- `lr_scheduler_type`: cosine
- `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
- `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`: True
- `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`: None
- `hub_always_push`: False
- `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`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: False
- `prompts`: None
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
</details>
### Training Logs
| Epoch | Step | Training Loss | Validation Loss | cosine_accuracy |
|:-------:|:-------:|:-------------:|:---------------:|:---------------:|
| 1.0 | 50 | - | 3.5529 | 1.0 |
| 2.0 | 100 | 14.8274 | 3.2619 | 1.0 |
| **3.0** | **150** | **-** | **3.2237** | **1.0** |
* The bold row denotes the saved checkpoint.
### Framework Versions
- Python: 3.11.13
- Sentence Transformers: 4.1.0
- Transformers: 4.52.4
- PyTorch: 2.6.0+cu124
- Accelerate: 1.7.0
- Datasets: 2.14.4
- Tokenizers: 0.21.1
## Citation
### BibTeX
#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
author = "Reimers, Nils and Gurevych, Iryna",
booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
month = "11",
year = "2019",
publisher = "Association for Computational Linguistics",
url = "https://arxiv.org/abs/1908.10084",
}
```
#### TripletLoss
```bibtex
@misc{hermans2017defense,
title={In Defense of the Triplet Loss for Person Re-Identification},
author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
year={2017},
eprint={1703.07737},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
```
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