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Comet Launches Opik: A Comprehensive Open-Source Tool for End-to-End LLM Evaluation, Prompt Tracking, and Pre-Deployment Testing with Seamless Integration - MarkTechPost

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Content</span></a></div></div><div class="tdm_block td_block_wrap tdm_block_button tdi_30 tdm-block-button-inline tdm-content-horiz-left td-pb-border-top td_block_template_1" data-td-block-uid="tdi_30" > <style>.tdc-row .tdi_30 .tdm-btn-icon{position:relative;top:1px}</style> <style>body .tdc-row .tdi_31 .tdm-btn-text,body .tdc-row .tdi_31 i{color:var(--news-hub-light-grey)}body .tdc-row .tdi_31 svg{fill:var(--news-hub-light-grey)}body .tdc-row .tdi_31 svg *{fill:inherit}body .tdc-row .tdi_31:hover .tdm-btn-text,body .tdc-row .tdi_31:hover i{color:var(--news-hub-white);-webkit-text-fill-color:unset;background:transparent;transition:none}body .tdc-row .tdi_31:hover svg{fill:var(--news-hub-white)}body .tdc-row .tdi_31:hover svg *{fill:inherit}.tdc-row .tdi_31{font-family:Lato!important;font-size:13px!important;line-height:1.3!important;font-weight:400!important;height:auto}@media (min-width:1019px) and (max-width:1140px){.tdc-row .tdi_31{font-size:12px!important}}@media (min-width:768px) 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data-code='PGRpdiBjbGFzcz0nY29kZS1ibG9jayBjb2RlLWJsb2NrLTInIHN0eWxlPSdtYXJnaW46IDhweCAwOyBjbGVhcjogYm90aDsnPgo8ZGl2IGNsYXNzPSJ0ZC12aXNpYmxlLWRlc2t0b3AiPgogICAgPGEgaHJlZj0iaHR0cHM6Ly9wcmVkaWJhc2UuY29tL3NtYWxsY29uP3V0bV9tZWRpdW09M3JkcGFydHkmdXRtX3NvdXJjZT1tYXJrdGVjaHBvc3QiPjxpbWcgc3JjPSJodHRwczovL3d3dy5tYXJrdGVjaHBvc3QuY29tL3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDI0LzExL0FkLTcwMC14LTMwMC1TbWFsbENvbi5wbmciIGFsdD0iIiAvPjwvYT48L2Rpdj48L2Rpdj4K' data-block='2'></div> <article id="post-62618" class="post-62618 post type-post status-publish format-standard has-post-thumbnail category-ai-shorts category-applications category-artificial-intelligence category-editors-pick category-language-model category-machine-learning category-new-releases category-open-source category-staff category-tech-news category-technology category-uncategorized" itemscope itemtype="https://schema.org/Article"> <div class="td-post-header"> <header class="td-post-title"> <h1 class="entry-title">Comet Launches Opik: A Comprehensive Open-Source Tool for End-to-End LLM Evaluation, Prompt Tracking, and Pre-Deployment Testing with Seamless Integration</h1> <div class="td-module-meta-info"> <div class="td-post-author-name"><div class="td-author-by">By</div> <a href="https://www.marktechpost.com/author/6flvq/">Asif Razzaq</a><div class="td-author-line"> - </div> </div> <span class="td-post-date"><time class="entry-date updated td-module-date" datetime="2024-09-17T12:55:27-07:00" >September 17, 2024</time></span> </div> </header> </div> <div class="td-post-content tagdiv-type"> <div class="swp_social_panel swp_horizontal_panel swp_flat_fresh swp_default_full_color swp_other_full_color swp_individual_full_color scale-100 scale-full_width" data-min-width="1100" data-float-color="#ffffff" data-float="none" data-float-mobile="none" data-transition="slide" data-post-id="62618" ><div class="nc_tweetContainer swp_share_button swp_reddit" data-network="reddit"><a class="nc_tweet swp_share_link" rel="nofollow noreferrer 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href="https://twitter.com/intent/tweet?text=Comet+Launches+Opik%3A+A+Comprehensive+Open-Source+Tool+for+End-to-End+LLM+Evaluation%2C+Prompt+Tracking%2C+and+Pre-Deployment+Testing+with+Seamless+Integration&url=https%3A%2F%2Fwww.marktechpost.com%2F2024%2F09%2F17%2Fcomet-launches-opik-a-comprehensive-open-source-tool-for-end-to-end-llm-evaluation-prompt-tracking-and-pre-deployment-testing-with-seamless-integration%2F&via=Marktechpost" data-link="https://twitter.com/intent/tweet?text=Comet+Launches+Opik%3A+A+Comprehensive+Open-Source+Tool+for+End-to-End+LLM+Evaluation%2C+Prompt+Tracking%2C+and+Pre-Deployment+Testing+with+Seamless+Integration&url=https%3A%2F%2Fwww.marktechpost.com%2F2024%2F09%2F17%2Fcomet-launches-opik-a-comprehensive-open-source-tool-for-end-to-end-llm-evaluation-prompt-tracking-and-pre-deployment-testing-with-seamless-integration%2F&via=Marktechpost"><span class="swp_count swp_hide"><span class="iconFiller"><span class="spaceManWilly"><i class="sw swp_twitter_icon"></i><span class="swp_share">Tweet</span></span></span></span></a></div><div class="nc_tweetContainer swp_share_button total_shares total_sharesalt" ><span class="swp_count ">0 <span class="swp_label">Shares</span></span></div></div> <p>Comet has unveiled <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a>, an open-source platform designed to enhance the observability and evaluation of large language models (LLMs). This tool is tailored for developers and data scientists to monitor, test, and track LLM applications from development to production. <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> offers a comprehensive suite of features that streamline the evaluation process and improve the overall reliability of LLM-based applications.</p> <p><a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> is intended to address some of the key challenges faced by developers working with LLMs, particularly in performance monitoring and observability. LLMs have gained prominence across industries, powering applications like chatbots, text generators, and automated decision-making tools. However, these models often need help tracking their behavior and outputs across various development and deployment stages. In particular, issues such as hallucinations, where models generate inaccurate or irrelevant outputs, can take time to catch early in the process. With <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a>, Comet has provided a solution enabling developers to gain insights into how their models perform over time and in different contexts, making detecting and correcting these problems before they reach production easier.</p><div class='ai-viewports ai-viewport-1 ai-viewport-3 ai-insert-14-89213255' style='margin: 8px 0; clear: both;' data-insertion-position='prepend' data-selector='.ai-insert-14-89213255' data-insertion-no-dbg data-code='PGRpdiBjbGFzcz0nY29kZS1ibG9jayBjb2RlLWJsb2NrLTE0JyBzdHlsZT0nbWFyZ2luOiA4cHggMDsgY2xlYXI6IGJvdGg7Jz4KPGEgaHJlZj0iaHR0cHM6Ly9wcmVkaWJhc2UuY29tL3NtYWxsY29uP3V0bV9tZWRpdW09M3JkcGFydHkmdXRtX3NvdXJjZT1tYXJrdGVjaHBvc3QiPiDwn6e18J+ntSBNdXN0IEF0dGVuZDogU21hbGxDb246IEZyZWUgVmlydHVhbCBHZW5BSSBDb25mZXJlbmNlIGZ0LiBNZXRhLCBNaXN0cmFsLCBTYWxlc2ZvcmNlLCBIYXJ2ZXkgQUkgJiBtb3JlIChQcm9tb3RlZCk8L2E+PC9kaXY+Cg==' data-block='14'></div> <div class="wp-block-image"> <figure class="aligncenter is-resized"><img decoding="async" src="https://lh7-rt.googleusercontent.com/docsz/AD_4nXd8VyIhDip4sagWjAMAAEfdFXHMk5WKkJckwyR_02YVAf0nXrnQOZZSkpTVau-0-tAN8HGJsrW22TS_TUndxX6aU9r_Z0tH5JzsV9tDxBF-2p6teQ1PRbmAzPmTOvBo388LNv0RX4KgxWHk9yGgi9kFpdlh?key=S7j4-QwJFjzdoUZ9INxnwQ" alt="" style="width:806px;height:auto"/><figcaption class="wp-element-caption"><a href="https://www.comet.com/site/products/opik/"><strong>Image Source</strong></a></figcaption></figure></div> <p>One of the standout features of <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> is its ability to track prompts and responses, enabling developers to log and monitor the interaction between inputs and outputs at every stage of the LLM lifecycle. This feature is particularly useful for tracing how a model responds to different types of prompts and identifying areas where the model&#8217;s performance may be lacking. By accessing these detailed logs, developers can better understand the decision-making processes of their models and take corrective actions as necessary.</p> <p><a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> also includes end-to-end LLM evaluation tools that allow developers to set up comprehensive test suites to evaluate their models before deployment. These test suites can assess whether a model produces accurate and reliable results, ensuring it meets the necessary quality standards before being integrated into production environments. This pre-deployment testing is crucial for minimizing errors and avoiding costly issues that could arise if flawed models are deployed without proper evaluation.</p> <div class="wp-block-image"> <figure class="aligncenter"><img decoding="async" src="https://lh7-rt.googleusercontent.com/docsz/AD_4nXdd-99DoeBLOZlCge9TtdCiMJviUperpH2GMqv3QQpfRj9jKG_WwDsaOiTUZr1hZ9GmKU8xtDykm9212kTLDRnmz9WEJdltn5AY_Ey3O817lXrNET_VTOwNB9b8DtucK8tg7k-trVrHSxVm2vPNZ6ZWEscu?key=S7j4-QwJFjzdoUZ9INxnwQ" alt=""/><figcaption class="wp-element-caption"><a href="https://www.comet.com/site/products/opik/"><strong>Image Source</strong></a></figcaption></figure></div> <p>Another key feature of <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> is its seamless integration with other popular LLM tools such as OpenAI, Langchain, and LlamaIndex. This integration capability means developers can easily incorporate <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> into their existing workflows without overhauling their current setups. The tool is designed to be easy to use, with minimal configuration required. Developers can add <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> to their workflow with just a few lines of code, making it a highly accessible solution for teams of all sizes.</p><div class='ai-viewports ai-viewport-1 ai-viewport-3 ai-insert-15-13036017' style='margin: 8px 0; clear: both;' data-insertion-position='prepend' data-selector='.ai-insert-15-13036017' data-insertion-no-dbg data-code='PGRpdiBjbGFzcz0nY29kZS1ibG9jayBjb2RlLWJsb2NrLTE1JyBzdHlsZT0nbWFyZ2luOiA4cHggMDsgY2xlYXI6IGJvdGg7Jz4KPGEgaHJlZj0iaHR0cHM6Ly9sYW5kaW5nLmRlZXBzZXQuYWkvZGVlcHNldC1yZWNvZ25pemVkLWFzLWEtZ2FydG5lci1jb29sLXZlbmRvcj91dG1fY2FtcGFpZ249MjQxMC1nYXJ0bmVyLWNvb2wlMjB2ZW5kb3ItcmVwb3J0JnV0bV9zb3VyY2U9bWFya3RlY2hwb3N0JnV0bV9tZWRpdW09bW9iaWxlLWJhbm5lci1hZCI+IPCfk6Xwn5OlIERvd25sb2FkIFJlcG9ydDogMjAyNCBHYXJ0bmVywq4gQ29vbCBWZW5kb3Jz4oSiIGluIEFJIEVuZ2luZWVyaW5nICAoUHJvbW90ZWQpPC9hPjwvZGl2Pgo=' data-block='15'></div> <p><a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> is built on an open-source foundation, which aligns with Comet’s commitment to transparency and collaboration in the AI community. By making <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> open-source, Comet has enabled developers and organizations to customize and extend the platform according to their needs. This flexibility is particularly beneficial for enterprise teams that require scalable, industry-compliant solutions for managing their LLM applications. The open-source nature of <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> also fosters collaboration within the developer community, as users can contribute to the platform’s ongoing development and share best practices for optimizing LLM performance.</p> <div class="wp-block-image"> <figure class="aligncenter"><img decoding="async" src="https://lh7-rt.googleusercontent.com/docsz/AD_4nXdoo0r7pR6dMK8ADhS0ag4TQNl8478o9V1s9NYiTgurhiRm13v8Fn5jSzs5ZaCruDjkosZ14ziymQY06nkWxflX1-Od4eKMXFV6OJFrkhTskeYeAJd6yirrJKmXs4iUb-skEFWcqksVotYoo5RCp4KAO7U?key=S7j4-QwJFjzdoUZ9INxnwQ" alt=""/><figcaption class="wp-element-caption"><a href="https://www.comet.com/site/products/opik/"><strong>Image Source</strong></a></figcaption></figure></div> <p>With pre-deployment evaluation capabilities, <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> offers robust monitoring and analysis tools for production environments. These tools allow them to track their models&#8217; performance on unseen data, providing insights into how the models perform in real-world applications. This post-deployment monitoring is essential for maintaining the long-term reliability of LLM-based applications, as it enables developers to identify &amp; address issues that may arise as the models interact with new and evolving datasets.</p> <p>The platform is designed to offer a user-friendly interface that simplifies logging and analyzing LLM outputs. Developers can manually annotate and compare responses in a table format, making identifying patterns and discrepancies in the model&#8217;s behavior easier. <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> also supports logging traces during development and production, giving developers a holistic view of their model&#8217;s performance throughout its lifecycle.</p> <div class="wp-block-image"> <figure class="aligncenter is-resized"><img decoding="async" src="https://lh7-rt.googleusercontent.com/docsz/AD_4nXd7ndiSOxwvIei5DLV5iuE8vxkk85jV-_mAjBDhkFV9feIHAG7unOYsYl8maQ7fDKBL4ydhnf_cKzb38Kds2f6P_2pkJdpSty70rN9yWaaYwqPWr6YBGA2NTSakYQ0NERPy2_3e9FD0SgvqjlrsOnbS47dL?key=S7j4-QwJFjzdoUZ9INxnwQ" alt="" style="width:640px;height:auto"/><figcaption class="wp-element-caption"><a href="https://www.comet.com/site/products/opik/"><strong>Image Source</strong></a></figcaption></figure></div> <p>One of <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a>&#8216;s major advantages is its compatibility with continuous integration/continuous deployment (CI/CD) pipelines. By integrating with CI/CD workflows, <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> ensures that LLM applications are consistently tested and evaluated as they progress through the development cycle. This integration allows developers to establish reliable performance baselines and run automated tests on their models with every deployment. As a result, teams can ensure that their LLM applications remain stable and performant, even as new features and updates are introduced.</p> <p><strong><em>&#8216;Opik is the only comprehensive open source LLM evaluation platform. We put an emphasis not only on model observability, but on end-to-end testing, such that you can incorporate LLM evaluations into your CI/CD pipeline and ensure reliable model behavior on every deploy. Super excited to see what the open source community builds with it!&#8217;</em></strong> <strong><em>&#8211; </em></strong>Gideon Mendels (CEO at Comet)</p> <p>In conclusion, <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> is a powerful open-source tool that addresses many challenges developers face when working with LLMs. Its end-to-end evaluation capabilities, prompt and response tracking, and seamless integration with popular LLM tools make it an essential addition to any AI development workflow. <a href="https://github.com/comet-ml/opik"><strong>Opik</strong></a> ensures that LLM applications are reliable, accurate, and optimized for performance by providing both pre-deployment testing and post-deployment monitoring. Its open-source nature and ease of integration further enhance its appeal, making it a valuable resource for developers looking to improve the quality and observability of their LLM-based projects. </p> <hr class="wp-block-separator has-alpha-channel-opacity"/> <p>Check out the <strong><a href="https://github.com/comet-ml/opik" target="_blank" rel="noreferrer noopener">GitHub Page</a> and <a href="https://www.comet.com/site/products/opik/" target="_blank" rel="noreferrer noopener">Product Page</a></strong>. All credit for this research goes to the researchers of this project. 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Function Calling Capabilities Across Interactive Scenarios" ><img class="entry-thumb" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAANoAAACWAQMAAACCSQSPAAAAA1BMVEWurq51dlI4AAAAAXRSTlMmkutdmwAAABpJREFUWMPtwQENAAAAwiD7p7bHBwwAAAAg7RD+AAGXD7BoAAAAAElFTkSuQmCC" alt="" title="FunctionChat-Bench: Comprehensive Evaluation of Language Models&#8217; Function Calling Capabilities Across Interactive Scenarios" data-type="image_tag" data-img-url="https://www.marktechpost.com/wp-content/uploads/2024/11/Screenshot-2024-11-25-at-11.17.16 PM-218x150.png" width="218" height="150" /></a></div> <div class="item-details"> <h3 class="entry-title td-module-title"><a href="https://www.marktechpost.com/2024/11/26/functionchat-bench-comprehensive-evaluation-of-language-models-function-calling-capabilities-across-interactive-scenarios/" rel="bookmark" title="FunctionChat-Bench: Comprehensive Evaluation of Language Models&#8217; Function Calling Capabilities Across Interactive Scenarios">FunctionChat-Bench: Comprehensive Evaluation of Language Models&#8217; Function Calling Capabilities Across Interactive Scenarios</a></h3> <div class="td-module-meta-info"> <span class="td-post-author-name"><a href="https://www.marktechpost.com/author/sajjadansari/">Sajjad Ansari</a> <span>-</span> </span> <span class="td-post-date"><time class="entry-date updated td-module-date" datetime="2024-11-26T02:15:00-08:00" >November 26, 2024</time></span> <span class="td-module-comments"><a href="https://www.marktechpost.com/2024/11/26/functionchat-bench-comprehensive-evaluation-of-language-models-function-calling-capabilities-across-interactive-scenarios/#respond">0</a></span> </div> <div class="td-excerpt"> Function calling has emerged as a transformative capability in AI systems, enabling language models to interact with external tools through structured JSON object generation.... </div> </div> </div> </div> <!-- ./td-block-span12 --></div></div> <!-- ./block --><aside class="td_block_template_1 widget widget_block widget_media_image"> <figure class="wp-block-image size-full"><a href="https://predibase.com/smallcon?utm_medium=3rdparty&amp;utm_source=marktechpost"><img loading="lazy" decoding="async" width="600" height="600" src="http://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon.png" alt="" class="wp-image-65344" srcset="https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon.png 600w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-300x300.png 300w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-150x150.png 150w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-80x80.png 80w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-420x420.png 420w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-70x70.png 70w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-24x24.png 24w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-48x48.png 48w, https://www.marktechpost.com/wp-content/uploads/2024/11/Ad-300-x-300-SmallCon-96x96.png 96w" sizes="(max-width: 600px) 100vw, 600px" /></a></figure> </aside> </div> </div> </div> <!-- /.td-pb-row --> </div> <!-- /.td-container --> </div> <!-- /.td-main-content-wrap --> <div class="tdc-footer-wrap "> <!-- Footer --> <div class="td-footer-wrapper td-footer-container td-container-wrap td-footer-template-4 "> <div class="td-container"> <div class="td-pb-row"> <div class="td-pb-span12"> </div> </div> <div class="td-pb-row"> <div class="td-pb-span12"> <div class="td-footer-info"><div class="footer-logo-wrap"><a href="https://www.marktechpost.com/"><img class="td-retina-data" src="http://www.marktechpost.com/wp-content/uploads/2022/08/WHITE-LOGO-1.png" data-retina="http://www.marktechpost.com/wp-content/uploads/2019/06/WHITE-LOGO-2.png" alt="" title="" width="272" height="90" /></a></div><div class="footer-text-wrap"></div><div class="footer-social-wrap td-social-style-2"> <span class="td-social-icon-wrap"> <a target="_blank" href="https://pxl.to/ivxz41s" title="Discord"> <i class="td-icon-font td-icon-discord"></i> <span style="display: none">Discord</span> </a> </span> <span class="td-social-icon-wrap"> <a target="_blank" href="https://www.linkedin.com/company/marktechpost/?viewAsMember=true" title="Linkedin"> <i class="td-icon-font td-icon-linkedin"></i> <span style="display: none">Linkedin</span> </a> </span> <span class="td-social-icon-wrap"> <a target="_blank" href="https://www.reddit.com/r/machinelearningnews/" title="Reddit"> <i class="td-icon-font td-icon-reddit"></i> <span style="display: none">Reddit</span> </a> </span> <span class="td-social-icon-wrap"> <a target="_blank" href="https://twitter.com/Marktechpost" title="Twitter"> <i class="td-icon-font td-icon-twitter"></i> <span style="display: none">Twitter</span> </a> </span></div></div> </div> </div> </div> </div> <!-- Sub Footer --> <div class="td-sub-footer-container td-container-wrap "> <div class="td-container"> <div class="td-pb-row"> <div class="td-pb-span td-sub-footer-menu"> <div class="menu-digital-asif-top-container"><ul id="menu-digital-asif-top" class="td-subfooter-menu"><li id="menu-item-21195" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-has-children menu-item-first td-menu-item td-normal-menu menu-item-21195"><a href="https://www.marktechpost.com/download/">Download</a> <ul class="sub-menu"> <li id="menu-item-21196" class="menu-item menu-item-type-post_type menu-item-object-page td-menu-item td-normal-menu menu-item-21196"><a href="https://www.marktechpost.com/ai-magazine/">AI Magazine/Report</a></li> </ul> </li> <li id="menu-item-4342" class="menu-item menu-item-type-post_type menu-item-object-page menu-item-privacy-policy td-menu-item td-normal-menu menu-item-4342"><a rel="privacy-policy" href="https://www.marktechpost.com/privacy-policy/">Privacy &#038; 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7004|FreeTAB 7800|FreeTAB 2096|FreeTAB 7.5|FreeTAB 1014|FreeTAB 1001 |FreeTAB 8001|FreeTAB 9706|FreeTAB 9702|FreeTAB 7003|FreeTAB 7002|FreeTAB 1002|FreeTAB 7801|FreeTAB 1331|FreeTAB 1004|FreeTAB 8002|FreeTAB 8014|FreeTAB 9704|FreeTAB 1003",VoninoTablet:"\\b(Argus[ _]?S|Diamond[ _]?79HD|Emerald[ _]?78E|Luna[ _]?70C|Onyx[ _]?S|Onyx[ _]?Z|Orin[ _]?HD|Orin[ _]?S|Otis[ _]?S|SpeedStar[ _]?S|Magnet[ _]?M9|Primus[ _]?94[ _]?3G|Primus[ _]?94HD|Primus[ _]?QS|Android.*\\bQ8\\b|Sirius[ _]?EVO[ _]?QS|Sirius[ _]?QS|Spirit[ _]?S)\\b",ECSTablet:"V07OT2|TM105A|S10OT1|TR10CS1",StorexTablet:"eZee[_']?(Tab|Go)[0-9]+|TabLC7|Looney Tunes Tab",VodafoneTablet:"SmartTab([ ]+)?[0-9]+|SmartTabII10|SmartTabII7|VF-1497|VFD 1400",EssentielBTablet:"Smart[ ']?TAB[ ]+?[0-9]+|Family[ ']?TAB2",RossMoorTablet:"RM-790|RM-997|RMD-878G|RMD-974R|RMT-705A|RMT-701|RME-601|RMT-501|RMT-711",iMobileTablet:"i-mobile i-note",TolinoTablet:"tolino tab [0-9.]+|tolino shine",AudioSonicTablet:"\\bC-22Q|T7-QC|T-17B|T-17P\\b",AMPETablet:"Android.* A78 ",SkkTablet:"Android.* (SKYPAD|PHOENIX|CYCLOPS)",TecnoTablet:"TECNO P9|TECNO DP8D",JXDTablet:"Android.* \\b(F3000|A3300|JXD5000|JXD3000|JXD2000|JXD300B|JXD300|S5800|S7800|S602b|S5110b|S7300|S5300|S602|S603|S5100|S5110|S601|S7100a|P3000F|P3000s|P101|P200s|P1000m|P200m|P9100|P1000s|S6600b|S908|P1000|P300|S18|S6600|S9100)\\b",iJoyTablet:"Tablet (Spirit 7|Essentia|Galatea|Fusion|Onix 7|Landa|Titan|Scooby|Deox|Stella|Themis|Argon|Unique 7|Sygnus|Hexen|Finity 7|Cream|Cream X2|Jade|Neon 7|Neron 7|Kandy|Scape|Saphyr 7|Rebel|Biox|Rebel|Rebel 8GB|Myst|Draco 7|Myst|Tab7-004|Myst|Tadeo Jones|Tablet Boing|Arrow|Draco Dual Cam|Aurix|Mint|Amity|Revolution|Finity 9|Neon 9|T9w|Amity 4GB Dual Cam|Stone 4GB|Stone 8GB|Andromeda|Silken|X2|Andromeda II|Halley|Flame|Saphyr 9,7|Touch 8|Planet|Triton|Unique 10|Hexen 10|Memphis 4GB|Memphis 8GB|Onix 10)",FX2Tablet:"FX2 PAD7|FX2 PAD10",XoroTablet:"KidsPAD 701|PAD[ ]?712|PAD[ ]?714|PAD[ ]?716|PAD[ ]?717|PAD[ ]?718|PAD[ ]?720|PAD[ ]?721|PAD[ ]?722|PAD[ ]?790|PAD[ ]?792|PAD[ ]?900|PAD[ ]?9715D|PAD[ ]?9716DR|PAD[ ]?9718DR|PAD[ ]?9719QR|PAD[ ]?9720QR|TelePAD1030|Telepad1032|TelePAD730|TelePAD731|TelePAD732|TelePAD735Q|TelePAD830|TelePAD9730|TelePAD795|MegaPAD 1331|MegaPAD 1851|MegaPAD 2151",ViewsonicTablet:"ViewPad 10pi|ViewPad 10e|ViewPad 10s|ViewPad E72|ViewPad7|ViewPad E100|ViewPad 7e|ViewSonic VB733|VB100a",VerizonTablet:"QTAQZ3|QTAIR7|QTAQTZ3|QTASUN1|QTASUN2|QTAXIA1",OdysTablet:"LOOX|XENO10|ODYS[ -](Space|EVO|Xpress|NOON)|\\bXELIO\\b|Xelio10Pro|XELIO7PHONETAB|XELIO10EXTREME|XELIOPT2|NEO_QUAD10",CaptivaTablet:"CAPTIVA PAD",IconbitTablet:"NetTAB|NT-3702|NT-3702S|NT-3702S|NT-3603P|NT-3603P|NT-0704S|NT-0704S|NT-3805C|NT-3805C|NT-0806C|NT-0806C|NT-0909T|NT-0909T|NT-0907S|NT-0907S|NT-0902S|NT-0902S",TeclastTablet:"T98 4G|\\bP80\\b|\\bX90HD\\b|X98 Air|X98 Air 3G|\\bX89\\b|P80 3G|\\bX80h\\b|P98 Air|\\bX89HD\\b|P98 3G|\\bP90HD\\b|P89 3G|X98 3G|\\bP70h\\b|P79HD 3G|G18d 3G|\\bP79HD\\b|\\bP89s\\b|\\bA88\\b|\\bP10HD\\b|\\bP19HD\\b|G18 3G|\\bP78HD\\b|\\bA78\\b|\\bP75\\b|G17s 3G|G17h 3G|\\bP85t\\b|\\bP90\\b|\\bP11\\b|\\bP98t\\b|\\bP98HD\\b|\\bG18d\\b|\\bP85s\\b|\\bP11HD\\b|\\bP88s\\b|\\bA80HD\\b|\\bA80se\\b|\\bA10h\\b|\\bP89\\b|\\bP78s\\b|\\bG18\\b|\\bP85\\b|\\bA70h\\b|\\bA70\\b|\\bG17\\b|\\bP18\\b|\\bA80s\\b|\\bA11s\\b|\\bP88HD\\b|\\bA80h\\b|\\bP76s\\b|\\bP76h\\b|\\bP98\\b|\\bA10HD\\b|\\bP78\\b|\\bP88\\b|\\bA11\\b|\\bA10t\\b|\\bP76a\\b|\\bP76t\\b|\\bP76e\\b|\\bP85HD\\b|\\bP85a\\b|\\bP86\\b|\\bP75HD\\b|\\bP76v\\b|\\bA12\\b|\\bP75a\\b|\\bA15\\b|\\bP76Ti\\b|\\bP81HD\\b|\\bA10\\b|\\bT760VE\\b|\\bT720HD\\b|\\bP76\\b|\\bP73\\b|\\bP71\\b|\\bP72\\b|\\bT720SE\\b|\\bC520Ti\\b|\\bT760\\b|\\bT720VE\\b|T720-3GE|T720-WiFi",OndaTablet:"\\b(V975i|Vi30|VX530|V701|Vi60|V701s|Vi50|V801s|V719|Vx610w|VX610W|V819i|Vi10|VX580W|Vi10|V711s|V813|V811|V820w|V820|Vi20|V711|VI30W|V712|V891w|V972|V819w|V820w|Vi60|V820w|V711|V813s|V801|V819|V975s|V801|V819|V819|V818|V811|V712|V975m|V101w|V961w|V812|V818|V971|V971s|V919|V989|V116w|V102w|V973|Vi40)\\b[\\s]+|V10 \\b4G\\b",JaytechTablet:"TPC-PA762",BlaupunktTablet:"Endeavour 800NG|Endeavour 1010",DigmaTablet:"\\b(iDx10|iDx9|iDx8|iDx7|iDxD7|iDxD8|iDsQ8|iDsQ7|iDsQ8|iDsD10|iDnD7|3TS804H|iDsQ11|iDj7|iDs10)\\b",EvolioTablet:"ARIA_Mini_wifi|Aria[ _]Mini|Evolio X10|Evolio X7|Evolio X8|\\bEvotab\\b|\\bNeura\\b",LavaTablet:"QPAD E704|\\bIvoryS\\b|E-TAB IVORY|\\bE-TAB\\b",AocTablet:"MW0811|MW0812|MW0922|MTK8382|MW1031|MW0831|MW0821|MW0931|MW0712",MpmanTablet:"MP11 OCTA|MP10 OCTA|MPQC1114|MPQC1004|MPQC994|MPQC974|MPQC973|MPQC804|MPQC784|MPQC780|\\bMPG7\\b|MPDCG75|MPDCG71|MPDC1006|MP101DC|MPDC9000|MPDC905|MPDC706HD|MPDC706|MPDC705|MPDC110|MPDC100|MPDC99|MPDC97|MPDC88|MPDC8|MPDC77|MP709|MID701|MID711|MID170|MPDC703|MPQC1010",CelkonTablet:"CT695|CT888|CT[\\s]?910|CT7 Tab|CT9 Tab|CT3 Tab|CT2 Tab|CT1 Tab|C820|C720|\\bCT-1\\b",WolderTablet:"miTab \\b(DIAMOND|SPACE|BROOKLYN|NEO|FLY|MANHATTAN|FUNK|EVOLUTION|SKY|GOCAR|IRON|GENIUS|POP|MINT|EPSILON|BROADWAY|JUMP|HOP|LEGEND|NEW AGE|LINE|ADVANCE|FEEL|FOLLOW|LIKE|LINK|LIVE|THINK|FREEDOM|CHICAGO|CLEVELAND|BALTIMORE-GH|IOWA|BOSTON|SEATTLE|PHOENIX|DALLAS|IN 101|MasterChef)\\b",MediacomTablet:"M-MPI10C3G|M-SP10EG|M-SP10EGP|M-SP10HXAH|M-SP7HXAH|M-SP10HXBH|M-SP8HXAH|M-SP8MXA",MiTablet:"\\bMI PAD\\b|\\bHM NOTE 1W\\b",NibiruTablet:"Nibiru M1|Nibiru Jupiter One",NexoTablet:"NEXO NOVA|NEXO 10|NEXO AVIO|NEXO FREE|NEXO GO|NEXO EVO|NEXO 3G|NEXO SMART|NEXO KIDDO|NEXO MOBI",LeaderTablet:"TBLT10Q|TBLT10I|TBL-10WDKB|TBL-10WDKBO2013|TBL-W230V2|TBL-W450|TBL-W500|SV572|TBLT7I|TBA-AC7-8G|TBLT79|TBL-8W16|TBL-10W32|TBL-10WKB|TBL-W100",UbislateTablet:"UbiSlate[\\s]?7C",PocketBookTablet:"Pocketbook",KocasoTablet:"\\b(TB-1207)\\b",HisenseTablet:"\\b(F5281|E2371)\\b",Hudl:"Hudl HT7S3|Hudl 2",TelstraTablet:"T-Hub2",GenericTablet:"Android.*\\b97D\\b|Tablet(?!.*PC)|BNTV250A|MID-WCDMA|LogicPD Zoom2|\\bA7EB\\b|CatNova8|A1_07|CT704|CT1002|\\bM721\\b|rk30sdk|\\bEVOTAB\\b|M758A|ET904|ALUMIUM10|Smartfren Tab|Endeavour 1010|Tablet-PC-4|Tagi Tab|\\bM6pro\\b|CT1020W|arc 10HD|\\bTP750\\b|\\bQTAQZ3\\b|WVT101|TM1088|KT107"},oss:{AndroidOS:"Android",BlackBerryOS:"blackberry|\\bBB10\\b|rim tablet os",PalmOS:"PalmOS|avantgo|blazer|elaine|hiptop|palm|plucker|xiino",SymbianOS:"Symbian|SymbOS|Series60|Series40|SYB-[0-9]+|\\bS60\\b",WindowsMobileOS:"Windows CE.*(PPC|Smartphone|Mobile|[0-9]{3}x[0-9]{3})|Windows Mobile|Windows Phone [0-9.]+|WCE;",WindowsPhoneOS:"Windows Phone 10.0|Windows Phone 8.1|Windows Phone 8.0|Windows Phone OS|XBLWP7|ZuneWP7|Windows NT 6.[23]; ARM;",iOS:"\\biPhone.*Mobile|\\biPod|\\biPad|AppleCoreMedia",iPadOS:"CPU OS 13",SailfishOS:"Sailfish",MeeGoOS:"MeeGo",MaemoOS:"Maemo",JavaOS:"J2ME/|\\bMIDP\\b|\\bCLDC\\b",webOS:"webOS|hpwOS",badaOS:"\\bBada\\b",BREWOS:"BREW"},uas:{Chrome:"\\bCrMo\\b|CriOS|Android.*Chrome/[.0-9]* (Mobile)?",Dolfin:"\\bDolfin\\b",Opera:"Opera.*Mini|Opera.*Mobi|Android.*Opera|Mobile.*OPR/[0-9.]+$|Coast/[0-9.]+",Skyfire:"Skyfire",Edge:"\\bEdgiOS\\b|Mobile Safari/[.0-9]* Edge",IE:"IEMobile|MSIEMobile",Firefox:"fennec|firefox.*maemo|(Mobile|Tablet).*Firefox|Firefox.*Mobile|FxiOS",Bolt:"bolt",TeaShark:"teashark",Blazer:"Blazer",Safari:"Version((?!\\bEdgiOS\\b).)*Mobile.*Safari|Safari.*Mobile|MobileSafari",WeChat:"\\bMicroMessenger\\b",UCBrowser:"UC.*Browser|UCWEB",baiduboxapp:"baiduboxapp",baidubrowser:"baidubrowser",DiigoBrowser:"DiigoBrowser",Mercury:"\\bMercury\\b",ObigoBrowser:"Obigo",NetFront:"NF-Browser",GenericBrowser:"NokiaBrowser|OviBrowser|OneBrowser|TwonkyBeamBrowser|SEMC.*Browser|FlyFlow|Minimo|NetFront|Novarra-Vision|MQQBrowser|MicroMessenger",PaleMoon:"Android.*PaleMoon|Mobile.*PaleMoon"},props:{Mobile:"Mobile/[VER]",Build:"Build/[VER]",Version:"Version/[VER]",VendorID:"VendorID/[VER]",iPad:"iPad.*CPU[a-z ]+[VER]",iPhone:"iPhone.*CPU[a-z ]+[VER]",iPod:"iPod.*CPU[a-z ]+[VER]",Kindle:"Kindle/[VER]",Chrome:["Chrome/[VER]","CriOS/[VER]","CrMo/[VER]"],Coast:["Coast/[VER]"],Dolfin:"Dolfin/[VER]",Firefox:["Firefox/[VER]","FxiOS/[VER]"],Fennec:"Fennec/[VER]",Edge:"Edge/[VER]",IE:["IEMobile/[VER];","IEMobile [VER]","MSIE [VER];","Trident/[0-9.]+;.*rv:[VER]"],NetFront:"NetFront/[VER]",NokiaBrowser:"NokiaBrowser/[VER]",Opera:[" OPR/[VER]","Opera Mini/[VER]","Version/[VER]"],"Opera Mini":"Opera Mini/[VER]","Opera Mobi":"Version/[VER]",UCBrowser:["UCWEB[VER]","UC.*Browser/[VER]"],MQQBrowser:"MQQBrowser/[VER]",MicroMessenger:"MicroMessenger/[VER]",baiduboxapp:"baiduboxapp/[VER]",baidubrowser:"baidubrowser/[VER]",SamsungBrowser:"SamsungBrowser/[VER]",Iron:"Iron/[VER]",Safari:["Version/[VER]","Safari/[VER]"],Skyfire:"Skyfire/[VER]",Tizen:"Tizen/[VER]",Webkit:"webkit[ /][VER]",PaleMoon:"PaleMoon/[VER]",SailfishBrowser:"SailfishBrowser/[VER]",Gecko:"Gecko/[VER]",Trident:"Trident/[VER]",Presto:"Presto/[VER]",Goanna:"Goanna/[VER]",iOS:" \\bi?OS\\b [VER][ ;]{1}",Android:"Android [VER]",Sailfish:"Sailfish [VER]",BlackBerry:["BlackBerry[\\w]+/[VER]","BlackBerry.*Version/[VER]","Version/[VER]"],BREW:"BREW [VER]",Java:"Java/[VER]","Windows Phone OS":["Windows Phone OS [VER]","Windows Phone [VER]"],"Windows Phone":"Windows Phone [VER]","Windows CE":"Windows CE/[VER]","Windows NT":"Windows NT [VER]",Symbian:["SymbianOS/[VER]","Symbian/[VER]"],webOS:["webOS/[VER]","hpwOS/[VER];"]},utils:{Bot:"Googlebot|facebookexternalhit|Google-AMPHTML|s~amp-validator|AdsBot-Google|Google Keyword Suggestion|Facebot|YandexBot|YandexMobileBot|bingbot|ia_archiver|AhrefsBot|Ezooms|GSLFbot|WBSearchBot|Twitterbot|TweetmemeBot|Twikle|PaperLiBot|Wotbox|UnwindFetchor|Exabot|MJ12bot|YandexImages|TurnitinBot|Pingdom|contentkingapp|AspiegelBot",MobileBot:"Googlebot-Mobile|AdsBot-Google-Mobile|YahooSeeker/M1A1-R2D2",DesktopMode:"WPDesktop",TV:"SonyDTV|HbbTV",WebKit:"(webkit)[ /]([\\w.]+)",Console:"\\b(Nintendo|Nintendo WiiU|Nintendo 3DS|Nintendo Switch|PLAYSTATION|Xbox)\\b",Watch:"SM-V700"}},g.detectMobileBrowsers={fullPattern:/(android|bb\d+|meego).+mobile|avantgo|bada\/|blackberry|blazer|compal|elaine|fennec|hiptop|iemobile|ip(hone|od)|iris|kindle|lge |maemo|midp|mmp|mobile.+firefox|netfront|opera m(ob|in)i|palm( os)?|phone|p(ixi|re)\/|plucker|pocket|psp|series(4|6)0|symbian|treo|up\.(browser|link)|vodafone|wap|windows ce|xda|xiino/i, shortPattern:/1207|6310|6590|3gso|4thp|50[1-6]i|770s|802s|a wa|abac|ac(er|oo|s\-)|ai(ko|rn)|al(av|ca|co)|amoi|an(ex|ny|yw)|aptu|ar(ch|go)|as(te|us)|attw|au(di|\-m|r |s )|avan|be(ck|ll|nq)|bi(lb|rd)|bl(ac|az)|br(e|v)w|bumb|bw\-(n|u)|c55\/|capi|ccwa|cdm\-|cell|chtm|cldc|cmd\-|co(mp|nd)|craw|da(it|ll|ng)|dbte|dc\-s|devi|dica|dmob|do(c|p)o|ds(12|\-d)|el(49|ai)|em(l2|ul)|er(ic|k0)|esl8|ez([4-7]0|os|wa|ze)|fetc|fly(\-|_)|g1 u|g560|gene|gf\-5|g\-mo|go(\.w|od)|gr(ad|un)|haie|hcit|hd\-(m|p|t)|hei\-|hi(pt|ta)|hp( i|ip)|hs\-c|ht(c(\-| |_|a|g|p|s|t)|tp)|hu(aw|tc)|i\-(20|go|ma)|i230|iac( |\-|\/)|ibro|idea|ig01|ikom|im1k|inno|ipaq|iris|ja(t|v)a|jbro|jemu|jigs|kddi|keji|kgt( |\/)|klon|kpt |kwc\-|kyo(c|k)|le(no|xi)|lg( g|\/(k|l|u)|50|54|\-[a-w])|libw|lynx|m1\-w|m3ga|m50\/|ma(te|ui|xo)|mc(01|21|ca)|m\-cr|me(rc|ri)|mi(o8|oa|ts)|mmef|mo(01|02|bi|de|do|t(\-| |o|v)|zz)|mt(50|p1|v )|mwbp|mywa|n10[0-2]|n20[2-3]|n30(0|2)|n50(0|2|5)|n7(0(0|1)|10)|ne((c|m)\-|on|tf|wf|wg|wt)|nok(6|i)|nzph|o2im|op(ti|wv)|oran|owg1|p800|pan(a|d|t)|pdxg|pg(13|\-([1-8]|c))|phil|pire|pl(ay|uc)|pn\-2|po(ck|rt|se)|prox|psio|pt\-g|qa\-a|qc(07|12|21|32|60|\-[2-7]|i\-)|qtek|r380|r600|raks|rim9|ro(ve|zo)|s55\/|sa(ge|ma|mm|ms|ny|va)|sc(01|h\-|oo|p\-)|sdk\/|se(c(\-|0|1)|47|mc|nd|ri)|sgh\-|shar|sie(\-|m)|sk\-0|sl(45|id)|sm(al|ar|b3|it|t5)|so(ft|ny)|sp(01|h\-|v\-|v )|sy(01|mb)|t2(18|50)|t6(00|10|18)|ta(gt|lk)|tcl\-|tdg\-|tel(i|m)|tim\-|t\-mo|to(pl|sh)|ts(70|m\-|m3|m5)|tx\-9|up(\.b|g1|si)|utst|v400|v750|veri|vi(rg|te)|vk(40|5[0-3]|\-v)|vm40|voda|vulc|vx(52|53|60|61|70|80|81|83|85|98)|w3c(\-| )|webc|whit|wi(g |nc|nw)|wmlb|wonu|x700|yas\-|your|zeto|zte\-/i,tabletPattern:/android|ipad|playbook|silk/i};var h,i=Object.prototype.hasOwnProperty;return g.FALLBACK_PHONE="UnknownPhone",g.FALLBACK_TABLET="UnknownTablet",g.FALLBACK_MOBILE="UnknownMobile",h="isArray"in Array?Array.isArray:function(a){return"[object Array]"===Object.prototype.toString.call(a)},function(){var a,b,c,e,f,j,k=g.mobileDetectRules;for(a in k.props)if(i.call(k.props,a)){for(b=k.props[a],h(b)||(b=[b]),f=b.length,e=0;e<f;++e)c=b[e],j=c.indexOf("[VER]"),j>=0&&(c=c.substring(0,j)+"([\\w._\\+]+)"+c.substring(j+5)),b[e]=new RegExp(c,"i");k.props[a]=b}d(k.oss),d(k.phones),d(k.tablets),d(k.uas),d(k.utils),k.oss0={WindowsPhoneOS:k.oss.WindowsPhoneOS,WindowsMobileOS:k.oss.WindowsMobileOS}}(),g.findMatch=function(a,b){for(var c in a)if(i.call(a,c)&&a[c].test(b))return c;return null},g.findMatches=function(a,b){var c=[];for(var d in a)i.call(a,d)&&a[d].test(b)&&c.push(d);return c},g.getVersionStr=function(a,b){var c,d,e,f,h=g.mobileDetectRules.props;if(i.call(h,a))for(c=h[a],e=c.length,d=0;d<e;++d)if(f=c[d].exec(b),null!==f)return f[1];return null},g.getVersion=function(a,b){var c=g.getVersionStr(a,b);return c?g.prepareVersionNo(c):NaN},g.prepareVersionNo=function(a){var b;return b=a.split(/[a-z._ \/\-]/i),1===b.length&&(a=b[0]),b.length>1&&(a=b[0]+".",b.shift(),a+=b.join("")),Number(a)},g.isMobileFallback=function(a){return g.detectMobileBrowsers.fullPattern.test(a)||g.detectMobileBrowsers.shortPattern.test(a.substr(0,4))},g.isTabletFallback=function(a){return g.detectMobileBrowsers.tabletPattern.test(a)},g.prepareDetectionCache=function(a,c,d){if(a.mobile===b){var 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