LLaMA Integrations

Graydient AI offers unbeatable value in AI with unlimited image generation and LLM chats. Perfect for beginners and pros alike, it features intuitive tools like preset workflows (e.g., "realistic iPhone photo" or "anime movie poster") for quick, high-definition results, plus deep customization options, including a REST API. With over 10,000 preloaded checkpoints, LoRAs, embeddings, and support for ComfyUI JSON import, pros can push creativity further. Popular models like Flux.1 Dev FP32, Stable Diffusion 3.5, and Meta Llama 3.1 70B come preloaded, and you can train unlimited LoRAs or automate workflows with Recipes via Telegram or the web. Try Graydient AI risk-free with their satisfaction guarantee!

Scale your front desk operations and seamlessly onboard them to answer every call. You don't need to have any experience with prompt engineering. To help you get started, we provide templates and demo agents. Our enterprise plans also include hands-on support in creating and testing agents. We have the most natural AI voices to deliver human-like conversation. You can select the voice that best suits your needs. We have already integrated with leading CRMs, and we have a knowledgebase where you can upload documents. Bolna is an open-source production-ready framework that allows you to quickly build voice-driven, LLM-based conversational applications. Automate your customer conversations with AI voice agents that sound like humans. Bolna allows you to create your own functions.

💡 1min.AI is an all-in-one AI app that unlock all AI features. You pay only for what you use at 1min.AI, with no hidden costs or setup required elsewhere. 🔮 The unique features of 1min.AI is offering a variety of AI features powered by various AI models 🚀 Try for Free and get what you want within 1min

✨ Supercharge your Google Sheets™ with seamless access to 50+ AI models—no coding or manual copy-pasting required! AI at your fingertips for smarter, faster results. ✅ Automate Data Entry: Let AI fill thousands of rows in a few clicks—saving you hours of manual work. ✅ Custom Tables on Demand: Easily generate tables based on specific rules and parameters. ✅ Effortless Data Analysis: Simplify data analysis with instant AI-powered insights. ✅ Smart Formula Assistant: Need help with formulas? AI will assist in crafting and refining them for you. ✅ Save and Reuse Prompts: No need to rewrite your go-to prompts—store and reuse them whenever you like. ✅ Real-Time Knowledge Access: Stay current with up-to-date information via online models like Perplexity. ✅ Lightning-Fast AI Responses: Speed up your work with Groq’s high-performance models. ✅ Flexible Pricing: Get started with a free forever plan, ideal for low-usage, and upgrade when needed.

AI/ML API is a game-changing platform for developers and SaaS entrepreneurs looking to integrate cutting-edge AI capabilities into their products. It offers a single point of access to over 200 state-of-the-art AI models, covering everything from NLP to computer vision. Key Features for Developers: Extensive Model Library: 200+ pre-trained models for rapid prototyping and deployment Developer-Friendly Integration: RESTful APIs and SDKs for seamless incorporation into your stack Serverless Architecture: Focus on coding, not infrastructure management Advantages for SaaS Entrepreneurs: Rapid Time-to-Market: Leverage advanced AI without building from scratch Scalability: From MVP to enterprise-grade solutions, AI/ML API grows with your business Cost-Efficiency: Pay-as-you-go pricing model reduces upfront investment Competitive Edge: Stay ahead with continuously updated AI models Technical Highlights: Performance: Low-latency responses for real-time applications Cross-Platform Compatibility: Integrate with any tech stack Robust Documentation: Comprehensive guides and API references Active Developer Community: Access support and share insights

Simplify your MLOps pipelines. ZenML allows you to manage, deploy and scale any infrastructure. ZenML is open-source and free. Two simple commands will show you the magic. ZenML can be set up in minutes and you can use all your existing tools. ZenML interfaces ensure your tools work seamlessly together. Scale up your MLOps stack gradually by changing components when your training or deployment needs change. Keep up to date with the latest developments in the MLOps industry and integrate them easily. Define simple, clear ML workflows and save time by avoiding boilerplate code or infrastructure tooling. Write portable ML codes and switch from experiments to production in seconds. ZenML's plug and play integrations allow you to manage all your favorite MLOps software in one place. Prevent vendor lock-in by writing extensible, tooling-agnostic, and infrastructure-agnostic code.

Self-service machine learning platform that allows you to turn models into APIs with just a few mouse clicks. Sign up for a Deep Infra Account using GitHub, or login using GitHub. Choose from hundreds of popular ML models. Call your model using a simple REST API. Our serverless GPUs allow you to deploy models faster and cheaper than if you were to build the infrastructure yourself. Depending on the model, we have different pricing models. Some of our models have token-based pricing. The majority of models are charged by the time it takes to execute an inference. This pricing model allows you to only pay for the services you use. You can easily scale your business as your needs change. There are no upfront costs or long-term contracts. All models are optimized for low latency and inference performance on A100 GPUs. Our system will automatically scale up the model based on your requirements.

Code Llama, a large-language model (LLM), can generate code using text prompts. Code Llama, the most advanced publicly available LLM for code tasks, has the potential to improve workflows for developers and reduce the barrier for those learning to code. Code Llama can be used to improve productivity and educate programmers to create more robust, well documented software. Code Llama, a state-of the-art LLM, is capable of generating both code, and natural languages about code, based on both code and natural-language prompts. Code Llama can be used for free in research and commercial purposes. Code Llama is a new model that is built on Llama 2. It is available in 3 models: Code Llama is the foundational model of code; Codel Llama is a Python-specific language. Code Llama-Instruct is a finely tuned natural language instruction interpreter.

PostgresML is an entire platform that comes as a PostgreSQL Extension. Build simpler, faster and more scalable model right inside your database. Explore the SDK, and test open-source models in our hosted databases. Automate the entire workflow, from embedding creation to indexing and Querying for the easiest (and fastest) knowledge based chatbot implementation. Use multiple types of machine learning and natural language processing models, such as vector search or personalization with embeddings, to improve search results. Time series forecasting can help you gain key business insights. SQL and dozens regression algorithms allow you to build statistical and predictive models. ML at database layer can detect fraud and return results faster. PostgresML abstracts data management overheads from the ML/AI cycle by allowing users to run ML/LLM on a Postgres Database.

AICamp allows you to collaborate with your team in a shared workspace and utilize all premium AI models. Role-based access to AI usage analytics and detailed AI usage statistics will empower your entire organization. The platform allows teams boost productivity by eliminating having to switch between multiple tools in order to leverage different AI capabilities. **Key features** - Access LLMs such as ChatGPT, Claude, Bard, Grok, Llama, from a single interface. Bring your own API Key for any LLMs. Unlimited Chat History - Unlimited prompt History - Create, organise and share chat/prompt with team members - One API for the entire organization/easy to manage and low cost! AICamp, a centralized platform that combines the latest AI advances, allows teams to remain focused and on the cutting edge of language technologies innovation. All within a simple, cost-effective platform.

With confidence, collaborate on prompts, monitor and evaluate LLM apps. Agenta is an integrated platform that allows teams to build robust LLM applications quickly. Create a playground where your team can experiment together. Comparing different prompts, embeddings, and models in a systematic way before going into production is key. Share a link with the rest of your team to get human feedback. Agenta is compatible with all frameworks, including Langchain, Lama Index and others. Model providers (OpenAI, Cohere, Huggingface, self-hosted, etc.). You can see the costs, latency and chain of calls for your LLM app. You can create simple LLM applications directly from the UI. If you want to create customized applications, then you will need to use Python to write the code. Agenta is model-agnostic, and works with any model provider or framework. Our SDK is currently only available in Python.

PromptPal is the ultimate platform for discovering, sharing and showcasing the best AI prompts. Boost productivity and generate new ideas. PromptPal offers over 3,400 AI prompts for free. Browse our catalog of directions to be inspired and more productive. Browse our large collection of ChatGPT prompts to get inspired and become more productive today. Earn revenue by sharing your prompt engineering knowledge with the PromptPal Community.

It's open source and can crawl any website, convert it to clean markdown data or structured data. No sitemap required. We crawl all subpages accessible and provide you with a clean markdown. Enhance your application with web scraping and crawling features. Extract structured or markdown data from websites efficiently and quickly. You can navigate and retrieve data without a sitemap from all subpages. The best tools and workflows are already fully integrated. Start your journey for free, and scale up seamlessly as your project grows. Transparent and collaborative development. Join our community. Firecrawl crawls every subpage, even without sitemap. Firecrawl can gather data even if the website uses JavaScript for content rendering. Firecrawl produces clean, well-formatted Markdown that is ready to be used in LLM applications. Firecrawl orchestrates crawling in parallel to get the fastest results.

Meta AI is a powerful intelligent assistant capable of complex reasoning. It can follow instructions, visualize ideas, and solve nuanced problems. Meta AI is a powerful intelligent assistant based on Meta's advanced model. It can answer any questions you may have, assist with writing, give step-by-step instructions, and create images for sharing with friends. It is available in Meta's app family, smart glasses and web platforms.

Fleak is an API builder that does not require any infrastructure. It allows you to embed API endpoints into your existing AI & Data tech stack. Configure the core components of your data flow. In just a few simple steps, you can transform your data, create text embeddings and connect to vector database. Fleak's intuitive toolkit eliminates complexity and allows you to build workflows without complex setups. Nodes can be added and configured to build a workflow. They support data types such as JSON, SQL and CSV. You can customize your workflow with flexible options that handle different data transformations. Test your workflow and preview the results instantly to ensure accuracy. Once your workflow has been built, Fleak lets you integrate seamlessly with large databases, language models, and other essential tools.

Any LLM, document, or agent, completely private. Install AnythingLLM's full suite of tools on your desktop as a single program. Desktop AnythingLLM can be run without internet connection and only connects to services that you have explicitly connected to. We don't lock you into a single LLM provider. Use enterprise models such as GPT-4, custom models, or open-source models like Llama and Mistral. You can now use PDFs, Word documents, and more. AnyLLM comes pre-configured with local defaults that are sensible and allow for privacy right out of the box. AnywhereLLM is available for free on desktops or can be self-hosted through our GitHub. Cloud hosting for AnythingLLM starts at $50/month. It is designed for businesses and teams who need the power of AnythingLLM but don't want to worry about the technical details.

Jspreadsheet provides a robust JavaScript data grid that integrates the functionality of spreadsheet applications such as Google Sheets and Excel into your web application. It has a smooth and efficient user interface that allows batch actions, table manipulation and many other features to ensure seamless compatibility between your web app and Excel/Sheets. This familiar environment increases productivity, simplifies adoption by users, and reduces the need for extensive user training. Jspreadsheet provides a comprehensive solution for spreadsheet and data management on web platforms. It optimizes workflow, streamlines automation and facilitates the smooth transfer of tasks from Excel onto the web. Jspreadsheet is a versatile option because it offers a variety of extensions that address a range of needs within the data grid ecosystem and spreadsheet ecosystem.

DataChain connects your unstructured cloud files with AI models, APIs and foundational models to enable instant data insights. Its Pythonic stack accelerates the development by tenfold when switching to Python-based data wrangling, without SQL data islands. DataChain provides dataset versioning to ensure full reproducibility and traceability for each dataset. This helps streamline team collaboration while ensuring data integrity. It allows you analyze your data wherever it is stored, storing raw data (S3, GCP or Azure) and metadata in inefficient datawarehouses. DataChain provides tools and integrations which are cloud-agnostic in terms of both storage and computing. DataChain allows you to query your multi-modal unstructured data. You can also apply intelligent AI filters for training data and snapshot your unstructured dataset, the code used for data selection and any stored or computed meta data.

Ragas is a framework that allows you to test and evaluate applications that use the Large Language Model. It provides automatic metrics for assessing performance and robustness. Synthetic test data is generated according to specific requirements. Workflows are also available to ensure quality in development and production monitoring. Ragas integrates seamlessly into existing stacks and provides insights to enhance LLM application. The platform is maintained and developed by a passionate team of individuals who use cutting-edge engineering practices and cutting-edge research to empower visionaries to redefine LLM possibilities. Synthesize high-quality, diverse evaluation data tailored to your needs. Evaluation and quality assurance of your LLM application during production. Use insights to improve the application. Automatic metrics to help you understand performance and robustness of the LLM application.

HubSpot’s AI Search Grader, a free tool, is designed to help brands better understand and improve their presence in AI powered search engines. The tool analyzes how your brand appears on AI search results and provides insights into sentiment and share-of-voice, providing a comprehensive score reflecting overall performance. This analysis allows marketers, SEO experts and entrepreneurs to optimize strategies and increase brand visibility. AI Search Grader currently evaluates GPT-4o results, but plans are in place to include more AI search engines. The tool is available for free and can be used to evaluate your brand or other brands within your industry in order to gauge performance and visibility. As more people turn to AI search engines such as ChatGPT and Perplexity to find answers to their questions, brands will have to think outside of the box.

Diaflow is a platform that allows you to scale AI across your entire organization. It enables everyone to deploy AI workflows which drive innovation. Create powerful apps and workflows using any data source to automate manual processes or create fully automated ones. Automate manual business processes in a way that your team will enjoy. Diaflow's intuitive components and interfaces allow you to create powerful AI-driven apps for your business that you can be proud of. Diaflow AI-powered editor offers a new way to create and edit documents. Your expertise can be leveraged to provide 24/7 support. With a built-in AI spreadsheet solution, you can easily manage and transform your data. Diaflow makes it easy to create amazing products for your business. Diaflow allows you to create apps and workflows without coding in just minutes.

WebLLM is an in-browser, high-performance language model inference engine. It uses WebGPU to accelerate the hardware, enabling powerful LLM functions directly within web browsers, without server-side processing. It is compatible with the OpenAI API, allowing seamless integration of functionalities like JSON mode, function calling, and streaming. WebLLM supports a wide range of models including Llama Phi Gemma Mistral Qwen and RedPajama. Users can easily integrate custom models into MLC format and adapt WebLLM to their specific needs and scenarios. The platform allows for plug-and play integration via package managers such as NPM and Yarn or directly through CDN. It also includes comprehensive examples and a module design to connect with UI components. It supports real-time chat completions, which enhance interactive applications such as chatbots and virtual assistances.

Featherless, an AI model provider, offers its subscribers access to an ever-expanding library of Hugging Faces. You need dedicated tools to keep pace with the hype. With hundreds of models being added daily, you will need dedicated tools. Featherless lets you find and use the latest AI models, no matter what your use case is. LLaMA-3 models are supported, including LLaMA-3, QWEN-2, and LLaMA-3. Note that QWEN-2 models can only be supported up to 16 000 context length. Soon, we plan to add new architectures to the list of supported architectures. As new models become available on Hugging Face, we continue to add them. As we grow, our goal is to automate the process so that all Hugging Face models available publicly with compatible architecture are included. To ensure fair account usage, the number of concurrent requests is limited based on the plan selected. The output is delivered between 10-40 tokens/second, depending on the prompt size and model.

Entry Point AI is a modern AI optimization platform that optimizes proprietary and open-source language models. Manage prompts and fine-tunes in one place. We make it easy to fine-tune models when you reach the limits. Fine-tuning involves showing a model what to do, not telling it. It works in conjunction with prompt engineering and retrieval augmented generation (RAG) in order to maximize the potential of AI models. Fine-tuning your prompts can help you improve their quality. Imagine it as an upgrade to a few-shot model that incorporates the examples. You can train a model to perform at the same level as a high-quality model for simpler tasks. This will reduce latency and costs. For safety, to protect the brand, or to get the formatting correct, train your model to not respond in a certain way to users. Add examples to your dataset to cover edge cases and guide model behavior.

Local AI is secure and ensures complete data security. Our macOS native app and advanced AI features provide unparalleled efficiency, privacy and intelligence. RAG can use data from a large language model to supplement a local knowledge database. You can use sensitive data to enhance the model’s response capabilities while keeping it on-premises. To implement RAG on a local level, you must first segment documents into smaller pieces and then encode them into vectors. These vectors are then stored in a vector database. These vectorized data are used for retrieval processes. The system retrieves relevant chunks of data from the local knowledge database and enters them along with the user's original query in the LLM for the final response. We guarantee lifetime access for each individual user.

Enjoy unprecedented flexibility and control. Our all-in-one, source-available solution allows you to build, deploy and scale your projects easily. You'll enjoy a flexible and secure platform that puts you in charge. All of our code is publicly available and built on open-source. Audit, modify and trust the code behind your infrastructure. Deploying from Docker with SSL to Knative is now easier than ever. Our hands-off workflow allows you to get superior service on your hardware. Intelligent automation can accelerate development cycles. Focus on your core product, while our platform takes care of repetitive tasks and integrations. Our infrastructure automates your end-to-end cybersecurity, deploying updates and fixes without any manual effort from you. You can run on your own hardware to ensure the privacy of your data. High availability and performance are ensured with proactive monitoring and auto-healing system. Maximize user satisfaction by minimizing downtime.

Cyte allows you to search through your entire digital history, from desktop apps to browser usage. Bring your OpenAI key or use a LLM such as LLaMA in your area to boost your results. Exclude specific apps and websites that you do not want Cyte recording. Contribute to this project, or customize it to suit your needs. Discover where you spend your valuable time. Search for text within any application. Cyte timeline allows you to quickly navigate your digital memories and find the exact moment that you are looking for. Delete recordings that you do not want to be saved. Share your memories in a single click. Filter by website or application. Clicking the "resume button" will take you directly to your active website or document. Summarize content, find content without exact keywords, and connect data from different sources to identify hidden patterns and relationships.

Instruction-following models such as GPT-3.5 (text-DaVinci-003), ChatGPT, Claude, and Bing Chat have become increasingly powerful. These models are now used by many users, and some even for work. However, despite their widespread deployment, instruction-following models still have many deficiencies: they can generate false information, propagate social stereotypes, and produce toxic language. It is vital that the academic community engages in order to make maximum progress towards addressing these pressing issues. Unfortunately, doing research on instruction-following models in academia has been difficult, as there is no easily accessible model that comes close in capabilities to closed-source models such as OpenAI's text-DaVinci-003. We are releasing our findings about an instruction-following language model, dubbed Alpaca, which is fine-tuned from Meta's LLaMA 7B model.

Language and its role as a means of demonstrating and facilitating understanding - or intelligence, as it is sometimes called - are fundamental to being human. It allows people to express themselves, build memories, and communicate ideas. These are the foundational components of social intelligence. Our teams at DeepMind are interested in the language processing and communication aspects, both for artificial agents and humans. As part of an broader portfolio of AI Research, we believe that the development and study more powerful language models, systems that predict and create text, have tremendous potential to build advanced AI systems. These systems can be used safely and effectively to summarise and provide expert advice, and follow instructions using natural language. Research is needed to determine the potential risks and benefits of language models before they can be developed.

Lakera Guard enables organizations to build GenAI apps without worrying about prompt injections. Data loss, harmful content and other LLM risks are eliminated. Powered by world's most advanced AI-based threat intelligence. Lakera's threat database contains tens millions of attack datapoints and is growing daily by more than 100k entries. Your defense is constantly strengthened with Lakera guard. Lakera guard embeds the latest security intelligence into your LLM applications, allowing you to build and deploy secure AI at scale. We monitor tens or millions of attacks in order to detect and protect against unwanted behavior and data loss due to prompt injection. Assess, track, report and manage AI systems in your organization responsibly to ensure their security at all times.

You can't build a good model with bad data. More than 80% (documents, reports, texts, images) of the data we have today is unstructured. It is important to know which parts of the data are relevant, old, inconsistent and safe to use for language models. Inaction leads to unreliable and unsafe AI adoption.

Check for content generated from AI text generators such as ChatGPT, Bard or Llama. Our detector allows you to determine its authenticity. Keep your content up-to-date and always be ahead. Our AI Text Detection Software specializes in identifying ChatGPT, Bard and Llama content. Detecting AI text is a great way to ensure the authenticity and reliability text data. Researchers can rely upon our AI Text Detection for identifying AI-generated content within scholarly articles and research documents. Ensure the credibility and quality of your academic work. News outlets can use our AI detector to verify news articles' authenticity. Detect AI-generated content in your news articles and maintain reader trust. As AI text generators become more prevalent, you can enhance your content strategy by using our AI content detector. It will identify, verify and ensure the authenticity for every word.

With our enterprise Gen AI stack you can go beyond your imagination. You can instantly offload manual tasks and give them to powerful assistants. The sky is the limit. For enterprises that place data security first, fine-tune generative AI models and deploy them on your own cloud securely.

Our easy-to-implement AI Governance Control Plane ensures AI usage adheres to corporate policies. SurePath AI helps you to reduce complexity, gain visibility and increase AI adoption in a secure manner. Native integrations with your existing security solutions. Private models and enterprise data sources. Native support for SSO, SCIM and SIEM. Detect AI usage at the network level. Control access to sensitive data and inspect requests. Redact sensitive data from requests to public models. Modifications in-line of requests can be made to improve productivity and reduce risk. Redirect traffic to private AI models. Use SurePath AI’s private model access control as your own, internally branded enterprise AI Portal. Policy-based controls enrich request with only enterprise data that users have been granted access to. This gives meaningful responses based upon relevant business context. Users' prompts will automatically be enhanced to align output with enterprise objectives.

Evertune is a platform for AI brand monitoring and analytics that helps brands to understand what AI models say about them. Evertune offers insights into how large-scale language models position brands compared to their competitors, as consumers increasingly seek out advice from AI. The platform provides actionable insights to content, social, and search teams and develops data-driven content strategies for AI models. It tracks changes in various LLMs, model updates and integrates with leading generative AI models providers like OpenAI or Meta. Evertune's AI Brand Index tracks how often LLMs recommend brands, allowing companies benchmark against competitors and understanding AI-driven consumer preference. The platform analyzes the most popular words and sentiments that are used to describe a particular brand. This provides a detailed roadmap of content to help brands educate LLMs more effectively.

BrandRank.AI monitors your brand on all major and emerging generative AI engines. We identify critical vulnerabilities and deliver actionable insight, empowering brands with the ability to optimize key interactions which drive purchasing decisions and shape reputation. We combine deep AI and brand knowledge with proprietary prompt analyses, sophisticated mathematic heuristics and "human-in-the loop" interpretation to analyze high-impact areas such as brand vulnerabilities, product performance and AI usage, supply chains and service. Our platform includes features such as sentiment analysis, predictive health of brands, alignment with brand promises, search ranking and competitive analysis. By thinking and acting like algorithms, brand can gain an advantage in the evolving landscape for generative AI-driven searches.

Revere is committed to elevating brands within the era generative AI. We do this by providing products and solutions that allow marketers to discover, monitor and measure their brand's reputation with AI co-pilots and Large Language Models. Brand Luminaire is our flagship platform. It offers features like brand and product sentiment analyses, LLM readiness assessment, and optimization services that influence brand outcomes in AI-driven environments. Revere’s mission is to help brands navigate the transformative impact that LLMs have on consumer decision making and marketing strategies. Our proprietary LLM-based metrics will help you keep track of the brands and products of your company as well as those of your competitors. Analyze how AI portrays you and your products across major LLMs. Revere offers products and services that enable brands to monitor and influence brand outcomes using LLMs.

Azure AI Agent Service provides a rich set of managed capabilities with a wide range of features. It brings together models, data, services, tools and other resources that enterprises require to automate any business process. Azure AI Agents Service combines the latest models, tools, and technology from Microsoft, OpenAI, and industry-leading companies such as Meta Mistral, Cohere, and Mistral. It also extends your agents' knowledge with Bing, SharePoint and Fabric, Azure AI Search and Azure Blob, and enables taking actions across Microsoft applications and Third-Party apps with Azure Functions, OpenAPI 3.1 specified tools, and Code Interpreter. It also offers an intuitive agent-building experience through Azure AI Foundry, as well

Waveloom is a platform for developers that allows the visual construction of AI workflows and their deployment, integrating services such as GPT-4, Claude and DALL-E, without the need to code infrastructure. The drag-and-drop user interface allows users create complex AI workflows by connecting services and transforming data. Waveloom offers a unified SDK that allows developers to focus on building applications. It provides access to multiple AI models including Claude 3.5 GPT-4 Gemini Llama DALL-E Lora Flux Stable Diffusion Whisper. The platform provides real-time monitoring that allows users to monitor workflow execution, debug problems, optimize performance and manage costs all from a single dashboard. Developers can run diverse processes with a single function, such as AI prompts or image generation. This allows them to create AI processing tasks that involve large language models, video and image processing, voice synthesis and data storage.

AI Detector (free and without registration required) Decopy's AI Detector, a free tool, is the best AI Checker. It can be used to detect AI content such as ChatGPT models, Gemini, Claude and LLaMa. It supports multiple languages and has an accuracy rate up to 99%. It is your most trusted Assistant. AI Generated Text is a new technology that has revolutionized the digital world. It's becoming increasingly difficult to tell the difference between human and AI writing. Decopy AI Detector is a powerful and accurate AI checker that can help you solve the problem. You can easily detect AI-generated material and ensure authenticity and originality.