---
base_model: sentence-transformers/all-MiniLM-L6-v2
library_name: sentence-transformers
metrics:
- cosine_accuracy@10
- cosine_precision@10
- cosine_recall@10
- cosine_ndcg@10
- cosine_mrr@10
- cosine_map@10
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:149352
- loss:MultipleNegativesRankingLoss
widget:
- source_sentence: '- Digital PR Specialist, requiring 2-4 years of experience in
digital PR, preferably from an agency or startup environment.
- Craft and execute digital PR campaigns aligned with SEO goals and brand messaging.
- Develop and pitch newsworthy content to media outlets.
- Lead client calls and utilize digital marketing analytics tools for campaign
optimization.
- Maintain up-to-date knowledge of industry trends and competitive landscape.
- Proficient in SEO, digital marketing analytics (e.g., Google Analytics, Ahrefs,
SEMrush).
- Expertise with media databases and PR tools, confident in client interactions.
- Remote work experience essential.
- Ability to engage with large brand clients in Europe and the US.
- Valid work permit to operate in the UK.'
sentences:
- '- Digital Marketing and Social Media Specialist with 8+ years of experience managing
digital marketing campaigns and social media accounts for the automotive industry.
- Successfully increased online visibility and customer engagement for VW, Ford,
Fiat, and ISUZU franchises through SEO, content creation, and social media strategy.
- Developed and executed digital marketing plans, enhanced online reputation,
and managed multiple online platforms for customer engagement.
- Expertise in Google Analytics, SEMrush, Moz, Canva Content Planner, and Zoho
CRM for targeted campaigns and customer relationship management.
- Strong skills in content production, email marketing, website optimization,
and digital campaign analysis.'
- '- Data and Business Analyst with expertise in SQL, Python, and Excel, seeking
a Graduate Finance Analyst role.
- Developed data querying, manipulation, and database management skills using
SQL; enhanced analysis with Python and Power BI.
- Achieved 20% improvement in event safety and addressed safety concerns proactively.
- Strong problem-solving, time management, and team collaboration skills.
- Holds a Bachelor of Science in Finance with Mathematics, demonstrating analytical
and financial expertise.
- Proficient in data analysis, financial modelling, and business operations; seeks
to apply skills in finance.'
- '- Digital Marketing Executive with extensive experience in rebranding social
media and websites for clients to enhance online presence.
- Successfully created content calendars and blogs for client websites, and managed
social media campaigns on platforms like TikTok and Instagram.
- Bachelor of Arts in Business and Management with a focus on ethics, finance,
and sociology.
- Strong skills in verbal communication, teamwork, and problem-solving under pressure.
- Experience in COVID testing site operations, including health and hazard training,
and maintaining a high standard of detail and initiative.
- Proficient in Microsoft Excel, PowerPoint, and Word; skilled in analytics, market
research, and communication.'
- source_sentence: '- Residential and Commercial Roofers needed for tear-off, roofing
installation, and debris removal.
- Responsibilities include installation of underlayment and roofing systems, loading
and unloading materials, and cleanup.
- Preferred: Valid Driver''s License; Preferred experience in roofing, entry-level
with construction experience.
- Basic knowledge of tools required; ability to read tape measures.
- Must meet at the shop and drive in company trucks to job sites.'
sentences:
- '- Experienced Registered Nurse with a strong background in both inpatient and
outpatient settings.
- Currently providing comprehensive care at Water Gap Wellness Treatment Center,
focusing on patients with psychiatric conditions.
- Skills include monitoring patient wellbeing, medication administration, treatment
planning, and collaborating with healthcare professionals.
- Proficient in patient behavior management, team collaboration, and creating
high-quality care plans.
- Equipped with Basic Life Support Certification, CPR Certification, and Immunization
Certification.
- Holds a High School Diploma and Registered Nurse certification, specializing
in RN roles.
- Capable of driving, managing schedules, and delivering emotional support.
- Team player with excellent attention to detail, capable of multi-tasking, and
working independently.'
- '- Senior Software Engineer with over 10 years of experience in full-stack development
and a passion for ReactJS and cutting-edge technologies.
- Currently a Senior Backend Engineer specializing in AWS and Azure environments,
using tools like AWS Fargate, CloudWatch, and Cloud Formation.
- Experienced in managing web applications, configuration, and databases (e.g.,
MongoDB, MySQL, PostgreSQL).
- Skilled in automation, performance improvement, and scalability, achieving a
30% reduction in infrastructure costs.
- Proficient in Python, JavaScript, ReactJS, React Native, HTML5, CSS, Python
Programming, and AWS services.
- Notable expertise in containerization, Docker, and cloud infrastructure management.
- Holds Bachelor''s degrees in Computer Science and Computer Engineering.'
- '- Caregiver with extensive experience in patient care, including Alzheimer''s
disease and autism, and experience in various industries.
- Certified Home Health Aide, Registered Dental Assistant, and trained in First
Aid, CPR, and Basic Life Support.
- Proficient in handling EMR, Foodservice, and Hospitality Industry, along with
janitorial and patient monitoring.
- Skilled in communication, quick learning, and handling vital signs; experience
with dental and dietary departments.
- Possesses forklift, safety, and other certifications relevant to caregiving
and healthcare environments.'
- source_sentence: '- Legal Assistant role for candidates with legal experience or
schooling, ideal for growth opportunities.
- Act as primary contact for clients and manage a busy phone system.
- Organize client documents, data entry, and handle courier packages.
- Requires Criminal Justice degree or paralegal degree; Criminal Justice or Legal
Schooling preferred.
- Must be computer savvy, open to learning new programs for the legal industry.
- Preferred bilingual (Spanish).
- Reception or Office Assistant experience is a plus.'
sentences:
- '- UI / Frontend Developer with a strong background in creating digital frontends
and web-based user interfaces for pharmaceutical companies.
- Successfully developed company websites, custom HTML emails, and web-based learning
modules with WCAG Level A compliance.
- Led web accessibility testing and QA, ensuring usability and functionality.
- Collaborated with designers to convert designs into digital frontends and conducted
development review processes (Alpha, Beta).
- Enhanced website SEO and user retention by 30% and managed client-facing projects,
meeting deadlines.
- Holds a Bachelor of Science in Information Technology and a UI Developer certification.
- Proficient in HTML, CSS, JavaScript, and MJML; experienced with CSS3, TypeScript,
React, and Git.'
- '- Service Project Manager with experience in mechanical engineering and project
management roles.
- Currently a Project Engineer, specializing in project coordination and management.
- Proficient in Microsoft Excel, PowerPoint, and Office Suite tools.
- Holds Bachelor of Science in Mechanical Engineering.
- Previous roles include Service Sales Engineer, Mechanical Design Engineer, and
Project Engineer Intern.
- Strong project management skills and experience in team coordination.'
- '- Experienced Sales Representative specializing in inside and outside sales,
including cold calling and field visits.
- Currently assisting in construction as a Creative Homeworks contractor, handling
site preparation, equipment maintenance, problem management, and basic plumbing
and electrical work.
- Skilled in project management and handling specifications.
- Previous experience includes contractor assistance and inside/outside sales
roles.
- Proficient in sales techniques and customer relationship management.
- Holds certifications in various construction and sales-related areas.'
- source_sentence: '- Program Manager (Senior) for CMS Star Ratings, with 5+ years
of relevant professional experience in healthcare, preferred with a degree in
business, nursing, or public health.
- Lead design, development, implementation, and evaluation of CMS Star Ratings
programs to meet organizational and market requirements.
- Collaborate with cross-functional teams to advance strategic priorities and
manage programs with tight deadlines.
- Responsible for resolving complex business issues, managing change, and liaising
between departments.
- Requires strong knowledge of CMS Star Ratings measures and experience with the
Medicare population.
- Essential skills: organizational relationship management, critical thinking,
problem-solving, and effective communication.
- Must be adaptable, self-motivated, and capable of working under pressure in
a dynamic environment.'
sentences:
- '- Project Coordinator with strong business management and military background,
skilled in data analytics, scheduling, and leadership.
- Currently coordinating projects for operational and capital projects at Seattle
Children''s Hospital, managing stakeholders and ensuring timely execution.
- Expertise in Microsoft Office and various other systems like GTIMS and Smartsheet;
proficient in vendor management and scheduling.
- Previous roles include operations scheduling manager and vendor manager, with
experience in large-scale military exercises and international projects.
- Skilled in communication, critical thinking, multi-tasking, and negotiation,
with a keen eye for detail and strong analytical abilities.'
- '- Legal Nurse Consultant with experience in medical analysis and consultation
for legal teams, specializing in healthcare-related legal strategies.
- Led Legal Nurse roles at Kaiser Permanente and Kaiser Permanente, managing quality
improvement initiatives and educating families.
- Served as a Clinical Nurse II, providing direct care in Neonatal Intensive Care
and Urgent Care, and maintaining medical records.
- Holds a Master of Science in Health Care Administration and a Bachelor of Science
in Nursing from San Diego State University.
- Certified Six Sigma Green Belt, skilled in clinical data analysis and patient
care planning.
- Proficient in electronic medical records and patient safety, with expertise
in critical care nursing and legal consultation.'
- '- SEO Manager with 7 years of experience, specializing in traffic growth and
content strategy.
- Achieved a 45% increase in web traffic through dynamic keyword insertion and
SEO management.
- Managed freelancers for technical blog content, creating and overseeing a content
marketing strategy.
- Efficiently managed social media accounts, increasing engagement by 200% over
three months.
- Skilled in database management, A/B testing, analytics, and SEO tools like Google
Analytics, Google AdWords, and Google Ads.
- Holds a Bachelor''s Degree in Classical Archaeology; strong in team management
and content development.
- Proficient in Microsoft Excel, Word, Outlook, and PowerPoint.
- Strong analytical, communication, and multichannel marketing skills.'
- source_sentence: '- Data Management Specialist (Junior/Intermediate), requiring
a Bachelor''s degree in computer science, information systems, or related field.
- Must have a solid understanding of web- and app-based platforms.
- Required experience with SQL, Data warehousing, and Tableau.
- Ability to analyze, interpret, and organize large data sets.
- Proficiency in Microsoft Suite, G-Suite, Slack, Zoom, ZenDesk, and Monday.com
is essential.'
sentences:
- '- Experienced Technical Project Manager with 12 years in IT infrastructure and
project management.
- Expertise in IT project planning, budgeting, resource allocation, and stakeholder
engagement.
- Led successful IT infrastructure upgrades, including EFT and Manta application
migrations to AWS.
- Managed cloud and on-premise infrastructure projects, ensuring compliance and
minimal disruption.
- Holds PMP certification and proficiency in Agile and Waterfall methodologies.
- Master''s in Business Administration with a focus on Marketing and User Experience.
- Strong analytical skills, stakeholder management, and continuous improvement
practices.
- Proficient in Microsoft Office, Windows Server, and Azure, with experience in
networking, security, and VMware.'
- '- Leadership roles in healthcare and pharmaceuticals with extensive experience
in contract negotiation and site management.
- Parexel Site Contract Leader: Lead global CSA strategy development, budget creation,
and legal drafting, ensuring compliance with ICH-GCP and local regulations.
- Drafts, reviews, and finalizes contracts with study sites, managing budgets
and negotiations, and maintaining quality standards.
- Expertise in financial risk assessment, budgeting, and regulatory compliance
with a Bachelor''s in Criminal Justice.
- Proficient in Microsoft Excel, PowerPoint, and Salesforce.com, with a background
in biotechnology, clinical trials, and patient safety.'
- '- Financial professional with extensive experience in member service and trading,
currently a Member Representative focusing on customer service and banking transactions.
- Expertise in handling ATMs, deposit envelopes, and savings accounts; ensures
member data security and efficient payment processing.
- Proficient in making outbound calls for sales and inquiry, building relationships
with customers and banking managers.
- Experienced in trading major currencies and assets with a strong foundation
in technical and fundamental analysis.
- Holds a Masters in Business Administration and proficient in Microsoft Excel,
Python, and social media platforms.
- Fluent in English and French, with skills in communication, content writing,
and project planning.'
model-index:
- name: SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
results:
- task:
type: information-retrieval
name: Information Retrieval
dataset:
name: vac res matcher
type: vac-res-matcher
metrics:
- type: cosine_accuracy@10
value: 0.3696705426356589
name: Cosine Accuracy@10
- type: cosine_precision@10
value: 0.07374031007751937
name: Cosine Precision@10
- type: cosine_recall@10
value: 0.10916001476122919
name: Cosine Recall@10
- type: cosine_ndcg@10
value: 0.1177083437550142
name: Cosine Ndcg@10
- type: cosine_mrr@10
value: 0.19530038759689897
name: Cosine Mrr@10
- type: cosine_map@10
value: 0.07133683851447556
name: Cosine Map@10
---
# SentenceTransformer based on sentence-transformers/all-MiniLM-L6-v2
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2). It maps sentences & paragraphs to a 384-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:** [sentence-transformers/all-MiniLM-L6-v2](https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2)
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 384 tokens
- **Similarity Function:** Cosine Similarity
### 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': 128, 'do_lower_case': False}) with Transformer model: BertModel
(1): Pooling({'word_embedding_dimension': 384, '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})
)
```
## 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("Daxtra/sbert-summaries-minilm-24-batch")
# Run inference
sentences = [
"- Data Management Specialist (Junior/Intermediate), requiring a Bachelor's degree in computer science, information systems, or related field.\n- Must have a solid understanding of web- and app-based platforms.\n- Required experience with SQL, Data warehousing, and Tableau.\n- Ability to analyze, interpret, and organize large data sets.\n- Proficiency in Microsoft Suite, G-Suite, Slack, Zoom, ZenDesk, and Monday.com is essential.",
"- Leadership roles in healthcare and pharmaceuticals with extensive experience in contract negotiation and site management.\n- Parexel Site Contract Leader: Lead global CSA strategy development, budget creation, and legal drafting, ensuring compliance with ICH-GCP and local regulations.\n- Drafts, reviews, and finalizes contracts with study sites, managing budgets and negotiations, and maintaining quality standards.\n- Expertise in financial risk assessment, budgeting, and regulatory compliance with a Bachelor's in Criminal Justice.\n- Proficient in Microsoft Excel, PowerPoint, and Salesforce.com, with a background in biotechnology, clinical trials, and patient safety.",
"- Experienced Technical Project Manager with 12 years in IT infrastructure and project management.\n- Expertise in IT project planning, budgeting, resource allocation, and stakeholder engagement.\n- Led successful IT infrastructure upgrades, including EFT and Manta application migrations to AWS.\n- Managed cloud and on-premise infrastructure projects, ensuring compliance and minimal disruption.\n- Holds PMP certification and proficiency in Agile and Waterfall methodologies.\n- Master's in Business Administration with a focus on Marketing and User Experience.\n- Strong analytical skills, stakeholder management, and continuous improvement practices.\n- Proficient in Microsoft Office, Windows Server, and Azure, with experience in networking, security, and VMware.",
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 384]
# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```
## Evaluation
### Metrics
#### Information Retrieval
* Dataset: `vac-res-matcher`
* Evaluated with [InformationRetrievalEvaluator](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)
| Metric | Value |
|:--------------------|:-----------|
| cosine_accuracy@10 | 0.3697 |
| cosine_precision@10 | 0.0737 |
| cosine_recall@10 | 0.1092 |
| cosine_ndcg@10 | 0.1177 |
| cosine_mrr@10 | 0.1953 |
| **cosine_map@10** | **0.0713** |
## Training Details
### Training Dataset
#### Unnamed Dataset
* Size: 149,352 training samples
* Columns: sentence_0 and sentence_1
* Approximate statistics based on the first 1000 samples:
| | sentence_0 | sentence_1 |
|:--------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
| type | string | string |
| details | - min: 53 tokens
- mean: 115.57 tokens
- max: 128 tokens
| - min: 51 tokens
- mean: 119.82 tokens
- max: 128 tokens
|
* Samples:
| sentence_0 | sentence_1 |
|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| - Solutions Architect/Snowflake position requiring 8+ years of experience in data management and implementation of Snowflake solutions.
- Responsibilities include developing data models, optimizing data pipelines, and integrating with AWS/Azure PBAS.
- Must possess deep knowledge of relational and NoSQL databases, SQL, and Unix Shell/Python Scripting.
- Experience with data security, database optimization, and Snowflake's Resource Monitors.
- Required: Bachelor's or Master's degree in Computer Science or related field.
- Preferred: Management consulting experience, expertise in AI use cases, and experience with Cloud technologies.
- Skills: Strong leadership, team management, and experience with globally distributed teams. | - Senior IT Consultant with 30 years of experience, specializing in enterprise architecture and solution architecture.
- Currently a Senior Consultant, with significant experience in architecture roles and delivering solutions for mission-critical projects.
- Expertise in Enterprise Architecture, Enterprise Consortium management, and IT Governance.
- Leads projects ranging from $100M to $900M, focusing on architecture for business, data, and applications.
- Designed enterprise-wide architecture models and created strategies for product development based on product architecture.
- Skilled in modern technologies like Spring Framework, Kafka, Spring Cloud, and Docker, and in containerization with Kubernetes.
- Holds Masters Degrees in Computer Science and Law, with a Bachelor's in Computer Sciences. |
| - Global Head of Business Development - Financial Education, with a focus on rapid adaptation and leadership in Hong Kong.
- Responsible for identifying leads, building pipelines, and converting prospects into clients, and managing international teams.
- Implement relationship-based sales practices, nurture industry relationships, and lead global expansion efforts.
- Requires a proven track record in financial services business development and experience in sales with tech, media, or administration.
- Strong networking and relationship-building skills, leadership abilities across cultures, and excellent communication and negotiation skills.
- Must have the right to work in the United Kingdom. | - Management Accountant with extensive experience in financial planning and analysis, specializing in the banking sector.
- Leads financial planning and analysis roles, overseeing budget processes, regulatory reporting, and financial performance analysis.
- Streamlined processes to reduce payment processing time by 15% and minimize penalties.
- Led quarterly and year-end audits, ensuring accurate financial audits and implementing improvement suggestions.
- Proficient in financial reporting, budgeting, forecasting, and variance analysis; adept at using Microsoft Excel and QuickBooks.
- Strong communication and team management skills, with expertise in process improvement and strategic initiatives. |
| - Customer Service Administrator position requiring experience in customer service or administration.
- Key responsibilities include managing customer feedback, coordinating deliveries, processing refunds, and general office support.
- Must possess strong communication, problem-solving, and attention to detail skills.
- Proficiency in MS Office and CRM software required.
- Ability to multitask and prioritize workload effectively.
- Must have the right to work in the United Kingdom. | - Experienced Technical Services Coordinator with a strong background in administration and team collaboration, seeking to advance in London.
- Manages UK technical services, handling device delivery, fault reporting, and resource planning.
- Expert in Microsoft Office, maintaining databases and customer service through communication and negotiation.
- Holds NVQ Level 2 and 3, with skills in GDPR compliance and financial transactions.
- Proven experience in collecting evidence for claims, negotiating settlements, and managing key performance indicators.
- Strong communication, organizational, and interpersonal skills, with proficiency in using initiative and effective negotiation.
- Holds GCSE qualifications and relevant experience in customer service roles. |
* Loss: [MultipleNegativesRankingLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#multiplenegativesrankingloss) with these parameters:
```json
{
"scale": 20.0,
"similarity_fct": "cos_sim"
}
```
### Training Hyperparameters
#### Non-Default Hyperparameters
- `eval_strategy`: steps
- `per_device_train_batch_size`: 24
- `per_device_eval_batch_size`: 24
- `num_train_epochs`: 1
- `multi_dataset_batch_sampler`: round_robin
#### All Hyperparameters
Click to expand
- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 24
- `per_device_eval_batch_size`: 24
- `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
- `num_train_epochs`: 1
- `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
- `eval_on_start`: False
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin