sentence-transformers safetensors bert sentence-similarity feature-extraction generated_from_trainer dataset_size:16682 loss:CosineSimilarityLoss arxiv:1908.10084 base_model:sentence-transformers/all-MiniLM-L6-v2 base_model:finetune:sentence-transformers/all-MiniLM-L6-v2 autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: sentence-transformers/all-MiniLM-L6-v2
library_name: sentence-transformers
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:16682
- loss:CosineSimilarityLoss
widget:
- source_sentence: Architectural Designer & Graphic Artist Elevating Spaces & Brands
    with Creative Fusion. Welcome to my profile! I'm Arisa Samani, a skilled architect
    driven by a passion for transforming spaces and enhancing brand identities through
    captivating design. With over 7 years of experience in architecture and a deep-rooted
    love for graphic design, I bring a unique perspective to every project I undertake.
    Ready to bring your vision to life Let's collaborate! Whether you need architectural
    expertise, graphic design solutions, or a fusion of both, I'm here to help! CAREER
    OBJECTIVES To use my creative, innovative, and planning skills for the benefit
    of the organization, and self-advancement to uplift the society. EDUCATION Bachelor
    of Architecture from Pakistan Master of Architecture from Turkey more Architectural
    Designer & Graphic Artist Elevating Spaces & Brands with Creative Fusion. Welcome
    to my profile! I'm Arisa Samani, a skilled architect driven by a passion for transforming
    spaces and enhancing brand identities through captivating design. With over 7
    years of experience in architecture and a deep-rooted love for graphic design,
    I bring a unique perspective to every project I undertake. Ready to bring your
    vision to life Let's collaborate! Whether you need architectural expertise, graphic
    design solutions, or a fusion of both, I'm here to help! CAREER OBJECTIVES To
    use my creative, innovative, and planning skills for the benefit of the organization,
    and self-advancement to uplift the society. EDUCATION Bachelor of Architecture
    from Pakistan Master of Architecture from Turkey SOFTWARES AutoCAD Adobe Photoshop
    Adobe Illustrator SketchUp 3ds Max Lumion Microsoft Office Revit STYLE Unique,
    iconic, modern and minimalist
  sentences:
  - I'm starting a new venture in the logo designing and art creation industry and
    seeking a talented freelancer to craft an amazing logo that encapsulates the essence
    of my business. The ideal candidate will have a strong portfolio that showcases
    creativity, versatility, and a keen eye for modern design aesthetics. Requirements
    - Proven experience in logo design and a strong portfolio - Creativity and originality
    in graphic design - Proficiency in design software such as Adobe Illustrator -
    Excellent communication skills and responsiveness - Ability to translate my vision
    into a compelling logo Responsibilities - Collaborate with me to understand the
    business vision and objectives - Create several logo concepts for review - Refine
    chosen concept based on feedback - Deliver high-resolution files suitable for
    various media The logo should be distinctive, memorable, and align with the innovative
    and artistic nature of the business. Looking forward to working together to create
    a visual identity that stands out!
  - I'm seeking a graphic designer to create clean, modern designs for my photography
    business. This will start with business cards and a flyer based on my existing
    branding. Key Responsibilities - Design of business cards and flyer - Ongoing
    design tasks The objective of these designs is primarily to generate leads. I
    have some ideas about my brand but I need your expertise to finalize everything.
    The business cards will include my logo, contact information, tagline, and social
    media handles. Ideal Skills and Experience - Proficient in graphic design software
    - Experience in creating modern business promotional materials - Strong understanding
    of lead generation through design - Ability to work with and refine existing brand
    guidelines - Excellent communication skills for collaborative brainstorming This
    role will be paid at an hourly rate, as there are likely to be ongoing small and
    larger tasks.
  - I'm looking for an expert mobile app developer who can create a comprehensive
    e-commerce app for both iOS and Android platforms. Key Features - User-friendly
    interface - Secure payment gateway - Real-time inventory updates - Customer review
    and rating system - Push notifications for sales and offers Ideal Skills - Proficiency
    in cross-platform mobile app development - Experience in e-commerce app development
    - Knowledge of UIUX design principles - Understanding of secure payment integration
    - Familiarity with inventory management systems Your expertise will help me reach
    my goal of launching a top-tier e-commerce app. Please provide your portfolio
    showcasing similar projects you've completed in the past.
- source_sentence: i'm naimur islam creative graphic designer.i have lot of expiration
    in this login to view URL core skilled logo gesign
  sentences:
  - I'm seeking a creative and professional logo designer to create a logo for my
    project 'In Za We Trust'. Key Requirements - Create a logo that includes both
    text and a symbol. - The logo should be modern, classic, and minimalist. Ideal
    Skills and Experience - Proven experience in logo design. - Strong understanding
    of different design styles. - Ability to create a logo that effectively promotes
    the project's goals. Please include a portfolio of your previous work. The ability
    to deliver high-quality design in a timely manner is crucial.
  - I'm starting a new venture in the logo designing and art creation industry and
    seeking a talented freelancer to craft an amazing logo that encapsulates the essence
    of my business. The ideal candidate will have a strong portfolio that showcases
    creativity, versatility, and a keen eye for modern design aesthetics. Requirements
    - Proven experience in logo design and a strong portfolio - Creativity and originality
    in graphic design - Proficiency in design software such as Adobe Illustrator -
    Excellent communication skills and responsiveness - Ability to translate my vision
    into a compelling logo Responsibilities - Collaborate with me to understand the
    business vision and objectives - Create several logo concepts for review - Refine
    chosen concept based on feedback - Deliver high-resolution files suitable for
    various media The logo should be distinctive, memorable, and align with the innovative
    and artistic nature of the business. Looking forward to working together to create
    a visual identity that stands out!
  - We are looking for a skilled and dedicated full-time web developer to join our
    team. The ideal candidate should have extensive experience working with WordPress,
    Divi, and Elementor, as well as the ability to create custom WordPress themes.
    Key Responsibilities Develop, maintain, and optimize WordPress websites. Customize
    and configure Divi and Elementor page builders to meet client needs. Create custom
    WordPress themes from scratch, ensuring they are optimized for performance and
    usability. Troubleshoot and resolve any website issues as they arise. Ensure websites
    are responsive and work seamlessly across all devices. Collaborate with our design
    and content teams to bring creative ideas to life. Stay up to date with the latest
    web development trends and best practices. Requirements Proven experience with
    WordPress, including custom theme development. Proficiency in Divi and Elementor
    page builders. Strong understanding of HTML, CSS, JavaScript, and PHP. Experience
    in responsive design and cross-browser compatibility. Ability to work independently
    and meet deadlines. Strong problem-solving skills and attention to detail. Excellent
    communication skills in English. Preferred Qualifications Experience with WooCommerce
    or other WordPress plugins. Familiarity with SEO best practices. Knowledge of
    version control systems like Git. If you are passionate about web development
    and want to be part of a growing team, we'd love to hear from you! Please submit
    your portfolio and CV for consideration.
- source_sentence: We are the Happy Coders. A talented and skilled team from everywhere,
    working 24 hours per day to make your life easier and making the world a better
    place. We believe that a smile can improve the quality of our life and drives
    us to more glory and success that's why our main focus and concern is offering
    you the best services and solutions PLUS carving a smile on your face. We are
    a happy team, and we love what we do. Happy Coders Best Web Development Company
    in Tirunelveli develop, design, customize, integrate and modify websites because
    we love it and because it makes us happy. We serve you well with pleasure and
    ensure to make your life easier by simplifying the whole process and supporting
    you, your cause and your business with all our means and power. Your Happiness
    is what makes us happy and all Happy Coders team is here to support your business.
  sentences:
  - I need an expert electrical engineer with a solid background in residential design.
    The project involves multiple aspects including - Comprehensive lighting design
    - Wiring and circuit design - Power distribution - Fire alarm system Additionally,
    the ideal candidate should have experience with - Home automation systems - HVAC
    systems - Lightning routing - Earthing Your role will be critical in ensuring
    the safety, efficiency, and comfort of the electrical systems in my home. Please
    only apply if you have extensive experience in these areas.
  - I'm looking for an experienced designer who specializes in website design. The
    main focus will be on the design layout and user experience for a custom website.
    Ideal skills include - Proficiency in design software e.g. Adobe XD, Figma, Sketch
    - Strong understanding of UX principles - Experience with creating custom websites
    - Ability to work with minimal guidance - Excellent communication skills
  - We are looking for a skilled and dedicated full-time web developer to join our
    team. The ideal candidate should have extensive experience working with WordPress,
    Divi, and Elementor, as well as the ability to create custom WordPress themes.
    Key Responsibilities Develop, maintain, and optimize WordPress websites. Customize
    and configure Divi and Elementor page builders to meet client needs. Create custom
    WordPress themes from scratch, ensuring they are optimized for performance and
    usability. Troubleshoot and resolve any website issues as they arise. Ensure websites
    are responsive and work seamlessly across all devices. Collaborate with our design
    and content teams to bring creative ideas to life. Stay up to date with the latest
    web development trends and best practices. Requirements Proven experience with
    WordPress, including custom theme development. Proficiency in Divi and Elementor
    page builders. Strong understanding of HTML, CSS, JavaScript, and PHP. Experience
    in responsive design and cross-browser compatibility. Ability to work independently
    and meet deadlines. Strong problem-solving skills and attention to detail. Excellent
    communication skills in English. Preferred Qualifications Experience with WooCommerce
    or other WordPress plugins. Familiarity with SEO best practices. Knowledge of
    version control systems like Git. If you are passionate about web development
    and want to be part of a growing team, we'd love to hear from you! Please submit
    your portfolio and CV for consideration.
- source_sentence: login to view URL Dedicated and results-driven Software Engineer
    with a versatile skill set encompassing mobile and web development, artificial
    intelligence, and server-side scripting, and blockchain technology. Proven expertise
    in building robust and scalable applications, with a focus on delivering high-quality
    user experiences. Adept at leveraging cutting-edge technologies to solve complex
    challenges and drive innovation. Proficient in Programming Languages JavaScript,
    TypeScript, C++, Python, Java, Dart Mobile Development Flutter, React Native,
    Java, Kotlin, Swift, Objective-C Frontend Development Flutter, React.js, Next.js,
    Angular.js, HTML + CSS + JavaScript Styling Frameworks Tailwind CSS, Sass, Bootstrap,
    Material UI, AntD Backend Development Laravel, Symfony, Node.js, Express.js, Nest.js,
    RESTful API, GraphQL Database MongoDB, PostgreSQL, MySQL, DynamoDB, Redis Cloud
    Services Azure, AWS, Docker, Kubernetes, Digital Ocean, Vercel more login to view
    URL Dedicated and results-driven Software Engineer with a versatile skill set
    encompassing mobile and web development, artificial intelligence, and server-side
    scripting, and blockchain technology. Proven expertise in building robust and
    scalable applications, with a focus on delivering high-quality user experiences.
    Adept at leveraging cutting-edge technologies to solve complex challenges and
    drive innovation. Proficient in Programming Languages JavaScript, TypeScript,
    C++, Python, Java, Dart Mobile Development Flutter, React Native, Java, Kotlin,
    Swift, Objective-C Frontend Development Flutter, React.js, Next.js, Angular.js,
    HTML + CSS + JavaScript Styling Frameworks Tailwind CSS, Sass, Bootstrap, Material
    UI, AntD Backend Development Laravel, Symfony, Node.js, Express.js, Nest.js, RESTful
    API, GraphQL Database MongoDB, PostgreSQL, MySQL, DynamoDB, Redis Cloud Services
    Azure, AWS, Docker, Kubernetes, Digital Ocean, Vercel Version Control Git, SVN,
    Jira Testing and Debugging Unit testing, Integration testing, End-to-End testing
    SOTA Technologies OpenAI API, Machine Learning Blockchain Infrastructure and Platforms
    Consensus AlgorithmPOW, POS. Bitcoin, Ethereum, Solana, Hyperledger, Polygon,
    BSC Smart Contract Development and Integration Solidity, Rust, DApp, Web3, Security
    and Audit
  sentences:
  - I'm seeking a proficient developer with expertise in Typescript, login to view
    URL, React, login to view URL, Shadcn-ui, Prisma and PostgreSQL running on Docker.
    The project involves creating a framework for an internal tool that includes a
    user interfacedashboard. Key Features - Real-time Data Visualization The dashboard
    should be capable of displaying data in real-time, requiring knowledge in data
    visualization libraries or techniques. - User Authentication The framework needs
    to incorporate a secure user authentication system. - Customizable Widgets The
    dashboard should include widgets that users can customize according to their needs.
    Ideal Skills - Proficiency in Typescript, login to view URL, React - Experience
    with login to view URL and Shadcn-ui - Familiarity with Prisma and PostgreSQL
    - Competency in Docker - Knowledge in implementing real-time data visualization
    - Experience in creating secure user authentication systems - Ability to design
    customizable user interface elements The end goal is a robust internal tool that
    is user-friendly and efficient. The ideal freelancer will have a strong portfolio
    of similar projects.
  - As a furniture manufacturer, I'm seeking a talented freelance 3D artist. The job
    involves creating 3D models of our products, specifically kitchens, wardrobes,
    shelving systems, and more. The models need to reflect a modern aesthetic, as
    this is our target style. Key requirements - Proficient in 3D modeling software
    - Experience with furniture design is a plus - Ability to interpret and use provided
    design files - Capable of rendering high-quality scenes for a catalogue If you
    have a portfolio showcasing similar work, I would love to see it.
  - I'm seeking a talented designer to create both a logo and flyers for me. The designs
    need to embody a modern and minimalist aesthetic. Ideal skills for this project
    include - Proficiency in graphic design software e.g., Adobe Illustrator, Photoshop
    - Strong portfolio showcasing modern and minimalist designs - Experience in logo
    and flyer design - Excellent communication skills for understanding and implementing
    feedback - Ability to meet deadlines without compromising quality Please provide
    examples of your previous work that align with this brief. Thank you.
- source_sentence: I'm here to provide comprehensive support across targeted email
    collection, web research, market research, data mining, data scraping, and lead
    generation, SEO & WordPress Web Development. My Expertise Lead Generation B2B
    & B2C List Building LinkedIn Lead Generation Prospect Lists LinkedIn Data Entry
    & Data Mining Data Extraction & Scraping Data Collection Tools for Lead Generation
    LinkedIn Sales Navigator Premium Apollo Premium SalesQL Premium CrunchBase Pro
    Premium
  sentences:
  - As a chemical manufacturing company, we're in need of a digital marketing expert
    who can help us generate leads and extend our reach to our target B2B customers.
    This project will primarily focus on LinkedIn, with additional SEO optimization
    for our website. Your tasks will include - Optimizing our LinkedIn profile for
    maximum visibility and engagement - Creating a variety of content for LinkedIn,
    including - Informative articles - Case studies - Promotional videos - Festival
    themed content - Implementing SEO strategies to improve our website's reach and
    lead generation potential Ideal skills and experience for the job include - Proven
    experience in B2B digital marketing, particularly on LinkedIn - Strong content
    creation skills - Expertise in SEO optimization - Familiarity with the chemical
    manufacturing industry is a plus
  - I'm in need of an Excel expert with proficiency in VBA and macros. The primary
    tasks you'll be tackling include data analysis, reporting, and data manipulation
    on sales and inventory data. Key functions that the workbook should effectively
    perform includes - Effective data analysis and reporting. Your prowess in Excel
    should ensure seamless interpretation and presentation of data. - Automation of
    data manipulation. Your skills should ease the process of handling large volumes
    of data, automatically organizing and adjusting it as necessary. - Specific calculations
    to provide inventory tracking and forecasting insights. Your expertise will help
    me make informed business decisions based on precise and timely data analysis.
    Proven experience handling similar projects would be advantageous.
  - Job Title Mobile App Developer iOS & Android Location Remote Job Type ContractFreelance
    About Us We are an innovative e-commerce company building a powerful platform
    with a React.js admin interface and a Node.js backend. We are looking to expand
    our reach by developing a mobile application for users, which will be managed
    via our web admin interface. Job Description We are seeking a talented Mobile
    App Developer to create a user-friendly mobile application for both iOS and Android
    platforms. The app will interact seamlessly with our existing backend and provide
    a smooth shopping experience for our users. The ideal candidate will have experience
    in developing e-commerce applications and a passion for creating intuitive mobile
    interfaces. Key Responsibilities Design and develop a mobile application for both
    iOS and Android platforms. Collaborate with the web development team to ensure
    seamless integration with the existing Node.js backend. Implement user-friendly
    features that enhance the shopping experience. Optimize the app for performance,
    scalability, and security. Conduct testing and debugging to ensure a smooth user
    experience. Stay updated with industry trends and best practices in mobile development.
    Requirements Proven experience in mobile app development iOS and Android. Proficiency
    in React Native or Flutter for cross-platform development. Strong understanding
    of RESTful APIs and backend integration. Experience with e-commerce applications
    is a plus. Knowledge of app store submission processes for both iOS and Android.
    Familiarity with version control systems e.g., Git. Strong problem-solving skills
    and attention to detail. Excellent communication and collaboration skills. Preferred
    Qualifications Bachelor's degree in Computer Science or a related field. Previous
    experience working on e-commerce or retail apps. To Apply Please submit your resume,
    a cover letter detailing your relevant experience, and examples of mobile apps
    you have developed. We look forward to finding a creative and motivated individual
    to join our team!
---

# 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) <!-- at revision fa97f6e7cb1a59073dff9e6b13e2715cf7475ac9 -->
- **Maximum Sequence Length:** 256 tokens
- **Output Dimensionality:** 384 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': 256, '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})
  (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("Nashhz/FLanceBERT-all-MiniLM-L6-v2")
# Run inference
sentences = [
    "I'm here to provide comprehensive support across targeted email collection, web research, market research, data mining, data scraping, and lead generation, SEO & WordPress Web Development. My Expertise Lead Generation B2B & B2C List Building LinkedIn Lead Generation Prospect Lists LinkedIn Data Entry & Data Mining Data Extraction & Scraping Data Collection Tools for Lead Generation LinkedIn Sales Navigator Premium Apollo Premium SalesQL Premium CrunchBase Pro Premium",
    "As a chemical manufacturing company, we're in need of a digital marketing expert who can help us generate leads and extend our reach to our target B2B customers. This project will primarily focus on LinkedIn, with additional SEO optimization for our website. Your tasks will include - Optimizing our LinkedIn profile for maximum visibility and engagement - Creating a variety of content for LinkedIn, including - Informative articles - Case studies - Promotional videos - Festival themed content - Implementing SEO strategies to improve our website's reach and lead generation potential Ideal skills and experience for the job include - Proven experience in B2B digital marketing, particularly on LinkedIn - Strong content creation skills - Expertise in SEO optimization - Familiarity with the chemical manufacturing industry is a plus",
    "I'm in need of an Excel expert with proficiency in VBA and macros. The primary tasks you'll be tackling include data analysis, reporting, and data manipulation on sales and inventory data. Key functions that the workbook should effectively perform includes - Effective data analysis and reporting. Your prowess in Excel should ensure seamless interpretation and presentation of data. - Automation of data manipulation. Your skills should ease the process of handling large volumes of data, automatically organizing and adjusting it as necessary. - Specific calculations to provide inventory tracking and forecasting insights. Your expertise will help me make informed business decisions based on precise and timely data analysis. Proven experience handling similar projects would be advantageous.",
]
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]
```

<!--
### 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: 16,682 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                                                                              | float                                                           |
  | details | <ul><li>min: 4 tokens</li><li>mean: 166.61 tokens</li><li>max: 256 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 167.91 tokens</li><li>max: 256 tokens</li></ul> | <ul><li>min: 0.32</li><li>mean: 0.72</li><li>max: 1.0</li></ul> |
* Samples:
  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | label                           |
  |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------|
  | <code>I have been employed in this field for almost seven years, and I have knowledge of Graphic Design- - Adobe Photoshop - Adobe Illustrator - Blender - Live2d - Adobe After Effects - 2D Animation Explainer Video</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | <code>I'm in need of a skilled video editor specializing in 2D animation. The primary purpose of this video is entertainment, with the style being animated. The ideal freelancer for this project should have - Extensive experience in editing 2D animated videos - A strong understanding of timing and pacing for comedic effect - The ability to help elevate the quality of the footage If you have a keen eye for detail and a passion for animation, I'd love to see your portfolio and discuss how we can bring this project to life.</code>                                                                                                                                                                                                                                                                                                                                                                                                    | <code>0.7088025808334351</code> |
  | <code>Hi, I am Anis. I'm a professional Graphic Designer and Social Media Expert with more than 5 years experience. I will design T-shirt, Logo, Facebook Page, Facebook cover,poster,Banner for your Business or fan page, Facebook Shop, Social Media Marketing. I will bring life to your expectations. My Services Logo Design Business Card Design Blog Design Poster Design Banner Design T-shirt Design Youtube ThumbnailChannel Art Facebook coverfan pageBusiness page Instagram storypost more Hi, I am Anis. I'm a professional Graphic Designer and Social Media Expert with more than 5 years experience. I will design T-shirt, Logo, Facebook Page, Facebook cover,poster,Banner for your Business or fan page, Facebook Shop, Social Media Marketing. I will bring life to your expectations. My Services Logo Design Business Card Design Blog Design Poster Design Banner Design T-shirt Design Youtube ThumbnailChannel Art Facebook coverfan pageBusiness page Instagram storypost Flyer Design Brochure Design Any kind of Invitation cardbirthday,anniversary etc If you have a specific requirement which is NOT listed above, write me and I'll most probably be able to help you I will bring life to your expectations</code> | <code>I'm seeking a graphic designer to create clean, modern designs for my photography business. This will start with business cards and a flyer based on my existing branding. Key Responsibilities - Design of business cards and flyer - Ongoing design tasks The objective of these designs is primarily to generate leads. I have some ideas about my brand but I need your expertise to finalize everything. The business cards will include my logo, contact information, tagline, and social media handles. Ideal Skills and Experience - Proficient in graphic design software - Experience in creating modern business promotional materials - Strong understanding of lead generation through design - Ability to work with and refine existing brand guidelines - Excellent communication skills for collaborative brainstorming This role will be paid at an hourly rate, as there are likely to be ongoing small and larger tasks.</code> | <code>0.7025933265686035</code> |
  | <code>I'm a Full Stack Web Developer with 4 years of experience in building responsive and user-friendly web applications. I specialize in both front-end and back-end development, using technologies like HTML, CSS, JavaScript, Taillwind css, Bootstrap and Vue.js. I'm passionate about solving complex problems and creating seamless digital experiences. I thrive in collaborative environments and am always eager to learn and take on new challenges.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | <code>I'm in need of a skilled Full Stack Developer for an urgent task involving the development of a based website. Key Requirements - Proficient in both front-end and back-end web development - Experienced in creating user-friendly, responsive and interactive websites - Knowledgeable in implementing SEO best practices - Able to ensure high performance and responsiveness of the website Ideal Skills - Proficiency in HTML, CSS, JavaScript, PHP, Python, or Ruby - Experience with frameworks like React, Angular, or Vue.js - Familiarity with database management systems like MySQL or MongoDB - Previous experience in developing a blog or content-based website is a plus Looking forward to your bids.</code>                                                                                                                                                                                                                      | <code>0.7718963623046875</code> |
* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
  ```json
  {
      "loss_fct": "torch.nn.modules.loss.MSELoss"
  }
  ```

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

- `per_device_train_batch_size`: 16
- `per_device_eval_batch_size`: 16
- `num_train_epochs`: 4
- `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`: 16
- `per_device_eval_batch_size`: 16
- `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`: 4
- `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
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: round_robin

</details>

### Training Logs
| Epoch  | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.4794 | 500  | 0.001         |
| 0.9588 | 1000 | 0.0004        |
| 1.4382 | 1500 | 0.0003        |
| 1.9175 | 2000 | 0.0003        |
| 2.3969 | 2500 | 0.0003        |
| 2.8763 | 3000 | 0.0003        |
| 3.3557 | 3500 | 0.0002        |
| 3.8351 | 4000 | 0.0002        |


### Framework Versions
- Python: 3.12.6
- Sentence Transformers: 3.2.0
- Transformers: 4.45.2
- PyTorch: 2.4.1+cpu
- Accelerate: 1.0.1
- Datasets: 3.0.1
- Tokenizers: 0.20.1

## 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",
}
```

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