Add new SentenceTransformer model

1_Pooling/config.json

@@ -0,0 +1,10 @@
+{
+  "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
+}

README.md

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+---
+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: Hello, I am Redoan Ahmad I'm a professional Graphic Designer who
+    finds great joy in creating assets that not only meet the expectations of my clients,
+    but exceed them and add to what has become a delightful portfolio of my work.
+    I am an expert in the field, and specialize in many different aspects of design
+    work, including but not limited to + Logos + Flyers + Brochures + Banners + Icons
+    + Business card + Branding As you can see, I take on projects involving a plethora
+    of different visual assets. I use the Adobe Suite Programs to create and perfect
+    everything I make, both for my clients and on my own time, so I'm incredibly adept
+    at
+  sentences:
+  - I'm in search of a designer who can help craft a unique and engaging digital portfolio
+    for my company. The desired style of the portfolio is creative and artistic, so
+    I'm looking for someone who can think outside the box and design a portfolio that
+    truly stands out. Key components of the portfolio will include - Client testimonials
+    These will need to be presented in an appealing way that showcases our strong
+    relationships and positive feedback from our clients. - Project case studies I
+    want to highlight some of our best work. This will require a designer who can
+    help distill complex projects into easy-to-understand and visually appealing presentations.
+    Ideal candidates for this project should be experienced in creating digital portfolios
+    and have a strong design background. They should be able to demonstrate a flexible
+    and creative design approach, with a portfolio that reflects a 'creative and artistic'
+    style. Good communication skills are a must, as we will need to collaborate closely
+    to ensure the final product meets our expectations.
+  - I need a proficient developer who can replicate a Forex trading software for me.
+    The software needs to include - Real-time data feed The software should provide
+    up-to-the-minute information about the forex market. - Automated trading I want
+    the software to have a feature that allows for trading without human intervention,
+    based on pre-set parameters or algorithms. The final product needs to be compatible
+    with Windows. Ideal candidates for this project should have substantial experience
+    in creating or replicating trading software, particularly in the Forex sector.
+    Knowledge of real-time data processing and automated trading systems is crucial.
+    Please ensure your bid reflects your expertise in this field.
+  - I'm seeking a talented graphic designer to assist with a short project. The tasks
+    will include designing a logo, banners, and screenshots, as well as a favicon
+    for our website, app stores, and social media platforms.
+- source_sentence: Hello I am a skilled graphic designer, my designs are creative
+    and based on modern strategies. The ones I create express the customer's brand
+    language and make multiple connections with the audience. I am interested in engineering
+    and through my work I try to meet customer requirements and expectations.. I am
+    an experienced graphic designer who loves to create modern and unique designs.
+    I specialize in personal calling and branding projects.!!
+  sentences:
+  - I'm seeking a talented graphic designer who can create engaging and visually appealing
+    designs for my marketing materials, specifically for flyers and business cards.
+    Ideally, the freelancer should have a keen understanding of design principles
+    and be able to create designs that will capture attention and convey my brand
+    message effectively. Skills and experience needed - Proficient in graphic design
+    software such as Adobe Illustrator, Photoshop, etc. - Creative and innovative
+    thinker - Strong understanding of design principles - Experience in designing
+    marketing materials - Excellent communication skills
+  - I'm looking for a skilled web application developer proficient in NodeJSTypescriptVue
+    3 to help me build an interactive web application. The main features of this project
+    would include - Utilizing the Vue 3 Framework Prior experience in Vue.js is a
+    must. Understanding of its core concepts and features is essential to deliver
+    a high-quality application. - Payment Gateway Integration The application will
+    require integration with a payment gateway such as Stripe or PayPal. Experience
+    with these platforms is highly desirable. - User Authentication Clerk - Flexible
+    Design The application should be able to accommodate future expansions or modifications,
+    so a flexible design and coding approach is key. The main technologies that application
+    will use are - NodeJSExpressTypescriptPrisma - Vue 3ShadCNTailwind CSS I have
+    a detailed specification which I will share with those selected to be shortlisted.
+    To be considered for this project 1. A brief summary of your experience in the
+    core technologies I want to use for the App. 2. Please provide links for any projects
+    which use Node JSExpressPrisma and Vue 3 If you have any further questions please
+    reach out.
+  - I'm in need of a talented graphic designer to create website graphics for my project.
+    This includes designing banner images, icons, and infographics. Ideal Skills -
+    Proficiency in graphic design software Adobe Illustrator, Photoshop, etc. - Strong
+    portfolio of website graphics - Experience with designing for social media and
+    ad campaigns Please note, the banner images will be used on the homepage, social
+    media, and ad campaigns. A deep understanding of how to create engaging and impactful
+    designs for these platforms is crucial.
+- source_sentence: PHP Codeigniter Laravel Google Ads API - PHPPython Google AppsAds
+    Script Bing Ads API Twitter API TikTok API FB API Google APIs GitHub login to
+    view URL LinkedIn Profile login to view URL
+  sentences:
+  - I need a structural engineer to provide detailed engineering plans for a residential
+    building. Specific Requirements - Foundation plans - Framing plans - Roof structure
+    details Additionally, I need - Copies of the structural engineering details, including
+    piers and footings. - A reference site classification report with a copy of the
+    report provided. Ideal candidates should have - Extensive experience in structural
+    engineering for residential buildings. - Ability to interpret and work from existing
+    architectural plans. - Strong communication skills to provide necessary documentation
+    clearly.
+  - I'm looking for a talented web developer with a strong background in Shopify to
+    create a robust e-commerce website for selling electronics and gadgets. Key Requirements
+    - Expertise in Shopify You should have a deep understanding of the platform to
+    build an effective, secure and user-friendly online store. - E-commerce Development
+    Experience in creating e-commerce websites is essential. You will need to implement
+    features that facilitate seamless shopping experiences. - Understanding of Electronics
+    A knowledge of the electronics industry will be a plus, as it will help in designing
+    the website Please note, this project does not include the add-on features such
+    as product reviews, discount codes or customer account creation, but these may
+    be discussed further down the line.
+  - I'm looking for a professional with experience in WebSocket and Laravel to integrate
+    Twilio and login to view URL into my Laravel Blade website. The primary function
+    of Twilio will be enabling voice calls on the website. Key Tasks - Implement Twilio
+    for voice call functionality on the website. - Integrate login to view URL's Natural
+    Language Processing NLP capabilities into the site. Ideal Candidate - Proficient
+    in Laravel and Blade. - Extensive experience with Twilio and Vapi.ai. - Strong
+    knowledge of WebSocket. - Ability to implement NLP features effectively.
+- source_sentence: I have 6-year experience as a Web Designer and WordPress Designer.
+    100+ completed projects. My Top Skills - HTML, CSS, Bootstrap 3 4 5 - Admin Dashboard
+    - Email Template within 2 to 3 hours - Web Design - HTML5, CSS3 Canvas, SVG -
+    PSD, FIGMA, ZEPLIN, XD, image, pdf to HTML, CSS Conversion - PSD, FIGMA, ZEPLIN,
+    XD, image, pdf to Bootstrap Conversion - Animation, Slider - Fix Tailwind CSS
+    - Photoshop intermediate - Adobe XD Mobile App any changes intermediate
+  sentences:
+  - I'm seeking a talented web developer with a keen eye for 3D design to revamp our
+    current website. The job involves a complete overhaul of the website's layout,
+    user interface, and 3D images. Key Requirements - Proficiency in 3D design You
+    should be adept at enhancing textures, improving lighting, and updating models
+    for a more engaging and visually striking website. - WordPress Expertise The new
+    design should be compatible with WordPress, so prior experience with this platform
+    is a must. Responsibilities - Redesign the website layout and user interface to
+    improve overall user experience. - Update all existing 3D images, enhancing them
+    with improved textures and lighting. - Ensure the website is fully functional
+    on the WordPress platform. Ideal Candidate - A creative thinker with a strong
+    background in both web development and 3D design. - Prior experience with WordPress
+    and a portfolio that showcases your skills in revamping websites. - Excellent
+    communication skills to ensure smooth collaboration and understanding of my vision
+    for the project. I'd love to hear from you if you're confident in your ability
+    to take on this project. Please include relevant samples of your past work in
+    your application. Experience with Fancy Product Designer for customisations must
+    be on time samples of what I want login to view URL login to view URL login to
+    view URL
+  - I'm looking for a skilled web developer experienced in web scraping to create
+    a web scraper for me. Key Requirements - The scraper should be able to extract
+    product prices from Amazon. Ideal Skills and Experience - Proficiency in Python
+    and libraries like BeautifulSoup and Scrapy. - Previous experience scraping data
+    from Amazon is a plus. - Strong understanding of web scraping ethics and legal
+    considerations. Please include in your proposal examples of similar projects you've
+    completed.
+  - 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 have 15+ years experiences with web development, machine learning
+    engineering and product development. I also have 5+ years experiences with team
+    management for developing new product and maintaining old products.
+  sentences:
+  - I'm starting a web development company and need a senior WordPress developer who
+    is proficient in PHP, JavaScript, HTML, and CSS. This role will require working
+    closely with my designer to customize websites. Key Responsibilities - Custom
+    theme development - Communicating with the Designer - Optimising websites for
+    performance - Ongoing website maintenance The ideal candidate should - Have expert-level
+    experience with custom theme development - Be eager to learn and adapt - Have
+    a solid track record with WordPress - Know the pain points of WordPress and how
+    to solve them - Benefit Experience with SEO Collaboration - We will be using TrelloWhatsappTeams
+    for project management and collaboration tasks. Your ability to work as part of
+    a team and communicate effectively will be crucial for our success. A passion
+    for web development and a desire to be part of a growing company will make this
+    a rewarding opportunity.
+  - Job Title Freelance Graphic Designer Monthly Deliverables Minimum 30 Creative
+    Designs Budget 10,000 Month Job Description We are seeking a Freelance Graphic
+    Designer to create high-quality and creative visuals for our projects monthly.
+    The ideal candidate will have experience designing a wide range of materials,
+    including images for digital platforms, brochures, banners, PDFs, and other print-ready
+    files. This remote freelance role is expected to deliver 30 designs per month.
+    If you're passionate about visual design and can consistently meet deadlines with
+    high-quality work, we'd love to hear from you! Key Responsibilities Create 30+
+    designs per month, including - Social media graphics - Flyers, brochures, and
+    pamphlets - PDF print files - Flex banners and large-scale designs Design for
+    multiple formats Digital websocial media and print brochures, banners, etc.. -
+    Collaborate with stakeholders to ensure designs align with the brand and project
+    goals. - Make revisions and adjustments based on feedback. - Prepare print-ready
+    files with accurate specifications. --- Required Skills - Proficiency in Adobe
+    Creative Suite Photoshop, Illustrator, InDesign or equivalent tools. - Strong
+    understanding of layout, typography, and color theory, - Experience in designing
+    for both digital and print mediums. - Knowledge of print specifications and formats
+    CMYK, DPI, bleed, etc.. - Ability to work independently and deliver within deadlines.
+    --- Preferred Qualifications - Prior experience as a freelance designer or working
+    in an agency setting. - Experience with branding projects - Strong portfolio showcasing
+    past work. --- Compensation - 10,000 per month for a minimum of 30 imagesdesigns
+    - Additional designs or complex projects may be compensated separately based on
+    agreement. --- How to Apply Interested candidates should submit their portfolios
+    and CVs this platform Please include samples of - Social media posts or marketing
+    graphics - Print designs like brochures or banners - Any other relevant design
+    work --- Additional Information - This is a remote freelance opportunity. - Payments
+    will be made monthly upon submission and approval of deliverables. - Long-term
+    collaboration opportunities available based on performance.
+  - Seeking a talented content writer to create engaging and SEO-friendly articles
+    across diverse markets. The candidate should possess strong expertise in producing
+    content that not only resonates with readers but also performs well in search
+    engine rankings. Please submit samples of your past work where you have successfully
+    balanced keyword integration with compelling content.
+---
+
+# SentenceTransformer
+
+This is a [sentence-transformers](https://www.SBERT.net) model trained. 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:** [Unknown](https://huggingface.co/unknown) -->
+- **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/SBERT_KFOLD_JobDescriptions_Skills_UserPortfolios")
+# Run inference
+sentences = [
+    'I have 15+ years experiences with web development, machine learning engineering and product development. I also have 5+ years experiences with team management for developing new product and maintaining old products.',
+    "I'm starting a web development company and need a senior WordPress developer who is proficient in PHP, JavaScript, HTML, and CSS. This role will require working closely with my designer to customize websites. Key Responsibilities - Custom theme development - Communicating with the Designer - Optimising websites for performance - Ongoing website maintenance The ideal candidate should - Have expert-level experience with custom theme development - Be eager to learn and adapt - Have a solid track record with WordPress - Know the pain points of WordPress and how to solve them - Benefit Experience with SEO Collaboration - We will be using TrelloWhatsappTeams for project management and collaboration tasks. Your ability to work as part of a team and communicate effectively will be crucial for our success. A passion for web development and a desire to be part of a growing company will make this a rewarding opportunity.",
+    "Job Title Freelance Graphic Designer Monthly Deliverables Minimum 30 Creative Designs Budget 10,000 Month Job Description We are seeking a Freelance Graphic Designer to create high-quality and creative visuals for our projects monthly. The ideal candidate will have experience designing a wide range of materials, including images for digital platforms, brochures, banners, PDFs, and other print-ready files. This remote freelance role is expected to deliver 30 designs per month. If you're passionate about visual design and can consistently meet deadlines with high-quality work, we'd love to hear from you! Key Responsibilities Create 30+ designs per month, including - Social media graphics - Flyers, brochures, and pamphlets - PDF print files - Flex banners and large-scale designs Design for multiple formats Digital websocial media and print brochures, banners, etc.. - Collaborate with stakeholders to ensure designs align with the brand and project goals. - Make revisions and adjustments based on feedback. - Prepare print-ready files with accurate specifications. --- Required Skills - Proficiency in Adobe Creative Suite Photoshop, Illustrator, InDesign or equivalent tools. - Strong understanding of layout, typography, and color theory, - Experience in designing for both digital and print mediums. - Knowledge of print specifications and formats CMYK, DPI, bleed, etc.. - Ability to work independently and deliver within deadlines. --- Preferred Qualifications - Prior experience as a freelance designer or working in an agency setting. - Experience with branding projects - Strong portfolio showcasing past work. --- Compensation - 10,000 per month for a minimum of 30 imagesdesigns - Additional designs or complex projects may be compensated separately based on agreement. --- How to Apply Interested candidates should submit their portfolios and CVs this platform Please include samples of - Social media posts or marketing graphics - Print designs like brochures or banners - Any other relevant design work --- Additional Information - This is a remote freelance opportunity. - Payments will be made monthly upon submission and approval of deliverables. - Long-term collaboration opportunities available based on performance.",
+]
+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: 160.64 tokens</li><li>max: 256 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 163.14 tokens</li><li>max: 256 tokens</li></ul> | <ul><li>min: 0.27</li><li>mean: 0.72</li><li>max: 1.0</li></ul> |
+* Samples:
+  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | label                           |
+  |:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------|
+  | <code>Amazon eBay Tiktok Shop Amazon Services Amazon Seller Central Management A to Z Store Management A to Z Inventory Management Winning Product Sourcing Product Listing with SEO Listing With Variations Listing Optimization Title, Bullet Points & Description Optimization Images Optimization Product Launching FBA Shipment Creation more Amazon eBay Tiktok Shop Amazon Services Amazon Seller Central Management A to Z Store Management A to Z Inventory Management Winning Product Sourcing Product Listing with SEO Listing With Variations Listing Optimization Title, Bullet Points & Description Optimization Images Optimization Product Launching FBA Shipment Creation Sales Generation Dropshipping Store Design A+ Content Creation Amazon PPC Campaigns Brand Registry Trademark Registration Customer Services Management eBay Services eBay Store Management A to Z A to Z eBay Dropshipping Services Winning Products Sourcing Products listing with SEO Products listing With Variations Listings Optimization Title , Bullet Point & Description Optimization Images Optimization Keywords Optimization Sales Boost Products Ranking Hot selling product with 30 to 50 profit Competitor Analysis Orders Fulfillment Customer Services Management eBay Account Defect Removal Tax Exemption Management Setting Up Promotions Listing Templates Creation Tiktok Shop Services TikTok Shop Account Setup Product Listing Listing Optimization Keyword Research Product Hunting Competitor Analysis Campaign Management Influencer Collaboration TikTok Live Shopping Order Management Promotion Management TikTok Ads for Shop Content Creation for Shop Sales Analytics & Reporting Problem Solving & Issue Resolution Ongoing Shop Optimization</code> | <code>I'm seeking a skilled professional to assist with a variety of tasks including selling products from Amazon UAE to eBay UK via dropshipping, product sourcing, and full virtual assistance. Key Responsibilities - Product Searching & Listing Identify profitable products, create and optimize listings, and conduct market trend analysis. - SEO Management Oversee the search engine optimization for our listed products. - Selling & Listing Management List products on Amazon, eBay, and our website, while managing sales. Ideal Candidate - Previous dropshipping experience, particularly between Amazon and eBay, is a plus. - Strong skills in SEO, product sourcing, and virtual assistance. - Excellent understanding of market trends and product profitability. - Able to create and optimize product listings for maximum visibility and sales. This is a full-time position which requires dedication and a proactive approach. Please only apply if you have the necessary skills and experience.</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | <code>0.7151671051979065</code> |
+  | <code>We are a group of young, energetic, creative & professional website developer, graphic designer and IT-Administrator who are devoted to implement your requirement with modern technology. Website Design - Development-Modification - Wordpress - Ecommerce - DynamicCustomized site Development Graphic Design - logo design - Brochure - Flyer - Leaflet - PDF Profile - Catalog - Greetings Card - PackageLabel Design - Business Card - Image RetouchEnhancementEditingManipulation IT-Admin Virtual Assistant - Product Listing - Site Content Management - Product Image Enhance - Data Processing - PDF conversion to WordExcel - Web Research - Data Scraping Why Choose Us o Quality Support for everyday 365 days even after project completion o We understand your requirements precisely to deliver Creative designs o 100 client satisfaction guaranteed</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | <code>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.</code> | <code>0.7487468719482422</code> |
+  | <code>Hi there, I'm Priyanshu Agarwal I'm a Python expert with a diverse skillset that includes web scraping, Zoho and Tally Prime accounting, automation, and Python application building. With my strong foundation in Python, I can build and automate applications that meet your business needs, saving you time and resources. As a web scraping expert, I specialize in using Python, Selenium, BeautifulSoup4, and Python Requests to extract data from websites and web applications. I have experience in projects of varying scales, from small-scale data collection to large-scale data mining for enterprise-level clients. In addition to my technical expertise in web scraping, I have a strong background in accounting software such as Zoho and Tally Prime. I have experience in managing financial data, generating reports, and automating financial processes using these tools. I understand the importance of accurate and timely financial data in business decision-making, and I strive to ensure that my clients' financial data is organized, up-to-date, and easily accessible. With my experience in automation and Python application building, I can create custom solutions to</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | <code>I'm in need of a data scraping expert to assist in gathering market research data from various retail websites. The ideal freelancer for this project should have a robust experience with Python and Java, as well as proficiency in Odoo and Airtable. Experience in building microservices would be a significant advantage. Key Responsibilities - Scraping data from designated retail websites for market research purposes - Organizing and managing the gathered data in Airtable - Potential development of microservices for data handling, 8n8 Skills and Experience Required - Extensive experience in data scraping, particularly from retail websites - Proficiency in Python and Java - Experience with Odoo and Airtable - Prior experience in building microservices - Understanding of market research techniques and requirements</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | <code>0.747043251991272</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  | 0.0003        |
+| 0.9588 | 1000 | 0.0003        |
+| 1.4382 | 1500 | 0.0003        |
+| 1.9175 | 2000 | 0.0003        |
+| 2.3969 | 2500 | 0.0002        |
+| 2.8763 | 3000 | 0.0002        |
+| 3.3557 | 3500 | 0.0002        |
+| 3.8351 | 4000 | 0.0002        |
+| 0.4794 | 500  | 0.0003        |
+| 0.9588 | 1000 | 0.0003        |
+| 1.4382 | 1500 | 0.0003        |
+| 1.9175 | 2000 | 0.0003        |
+| 2.3969 | 2500 | 0.0002        |
+| 2.8763 | 3000 | 0.0002        |
+| 3.3557 | 3500 | 0.0002        |
+| 3.8351 | 4000 | 0.0001        |
+| 0.4794 | 500  | 0.0002        |
+| 0.9588 | 1000 | 0.0002        |
+| 1.4382 | 1500 | 0.0002        |
+| 1.9175 | 2000 | 0.0002        |
+| 2.3969 | 2500 | 0.0002        |
+| 2.8763 | 3000 | 0.0002        |
+| 3.3557 | 3500 | 0.0001        |
+| 3.8351 | 4000 | 0.0001        |
+| 0.4794 | 500  | 0.0002        |
+| 0.9588 | 1000 | 0.0002        |
+| 1.4382 | 1500 | 0.0002        |
+| 1.9175 | 2000 | 0.0002        |
+| 2.3969 | 2500 | 0.0002        |
+| 2.8763 | 3000 | 0.0001        |
+| 3.3557 | 3500 | 0.0001        |
+| 3.8351 | 4000 | 0.0001        |
+| 0.4794 | 500  | 0.0002        |
+| 0.9588 | 1000 | 0.0002        |
+| 1.4382 | 1500 | 0.0002        |
+| 1.9175 | 2000 | 0.0002        |
+| 2.3969 | 2500 | 0.0001        |
+| 2.8763 | 3000 | 0.0001        |
+| 3.3557 | 3500 | 0.0001        |
+| 3.8351 | 4000 | 0.0001        |
+
+
+### 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",
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,26 @@
+{
+  "_name_or_path": "output/SBERT_KFOLD_JobDescriptions_Skills_UserPortfolios",
+  "architectures": [
+    "BertModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 384,
+  "initializer_range": 0.02,
+  "intermediate_size": 1536,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 6,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "torch_dtype": "float32",
+  "transformers_version": "4.45.2",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.2.0",
+    "transformers": "4.45.2",
+    "pytorch": "2.4.1+cpu"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": null
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39ce083b71022367b8bad99cfb19160a816caa3027dee0be7d28a100e222051d
+size 90864192

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 256,
+  "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,37 @@
+{
+  "cls_token": {
+    "content": "[CLS]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "[MASK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "[PAD]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "[SEP]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,64 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "[PAD]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "101": {
+      "content": "[CLS]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "102": {
+      "content": "[SEP]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "103": {
+      "content": "[MASK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "[CLS]",
+  "do_basic_tokenize": true,
+  "do_lower_case": true,
+  "mask_token": "[MASK]",
+  "max_length": 128,
+  "model_max_length": 256,
+  "never_split": null,
+  "pad_to_multiple_of": null,
+  "pad_token": "[PAD]",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "[SEP]",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}