5 (158 ratings) 10,668 students. Big Code recently released its LLM, StarCoderBase, which was trained on 1 trillion tokens (“words”) in 80 languages from the dataset The Stack, a collection of source code in over 300 languages. While writing projects for Python tutorials, Cryptobunny also creates solutions for Project Euler. To be able to tweak more options, you will need to use a DeepSpeed config file. In terms of ease of use, both tools are relatively easy to use and integrate with popular code editors and IDEs. onnx. StarCoder: How to use an LLM to code. CodeGeeX: A Multilingual Code Generation Model. Es un modelo de lenguaje refinado capaz de una codificación. Win2Learn part of a tutorial series where I show you how to Log. First, let's establish a qualitative baseline by checking the output of the model without structured decoding. One key feature, StarCode supports 8000 tokens. Serverless (on CPU), small and fast deployments. DeciCoder 1B is a 1 billion parameter decoder-only code completion model trained on the Python, Java, and Javascript subsets of Starcoder Training Dataset . The StarCoder models, which have a context length of over 8,000 tokens, can process more input than any other open LLM, opening the door to a wide variety of exciting new uses. , MySQL, PostgreSQL, Oracle SQL, Databricks, SQLite). ". However, during validation. Current Model. We also have extensions for: neovim. 2 Courses. What is this about? 💫 StarCoder is a language model (LM) trained on source code and natural language text. This model can generate code and convert code from one programming language to another. Here are my notes from further investigating the issue. Extension for using alternative GitHub Copilot (StarCoder API) in VSCode. BigCode is an open scientific collaboration working on the responsible development and use of large language models for codeLM Studio is an easy to use desktop app for experimenting with local and open-source Large Language Models (LLMs). 5B parameter models trained on 80+ programming languages from The Stack (v1. A Gradio web UI for Large Language Models. In this paper, we show an avenue for creating large amounts of. The Slate 153-million multilingual models are useful for enterprise natural language processing (NLP), non-generative AI use cases. Great tutorial by @MouChenghao: 16 May 2023 17:41:09HuggingChatv 0. StartChatAlpha Colab: this video I look at the Starcoder suite of mod. Together, StarCoderBaseand StarCoderoutperform OpenAI’scode-cushman-001 on. As they say on AI Twitter: “AI won’t replace you, but a person who knows how to use AI will. It attains excellent results compared to state-of-the-art convolutional networks. 5. 3 pass@1 on the HumanEval Benchmarks , which is 22. 14 Sept 2023. Win2Learn part of the Tutorial Series shows us how to create our. An agent is just an LLM, which can be an OpenAI model, a StarCoder model, or an OpenAssistant model. 2) (excluding opt-out requests). Model Summary. In this organization you can find the artefacts of this collaboration: StarCoder, a state-of-the-art language model for code, OctoPack, artifacts. Switch chat link from HuggingChat to StarChat playground #31. 0 Tutorial" are both available free on Udemy. My courses "Beginner's Python Tutorial" and "Scratch 3. You signed in with another tab or window. Project Starcoder is a collection of free online resources for students to learn programming, from beginning to end. Its training data incorporates more that 80 different programming languages as well as text. Most code checkers provide in-depth insights into why a particular line of code was flagged to help software teams implement. Starcoder is a brand new large language model which has been released for code generation. WizardCoder is taking things to a whole new level. --. Tutorial to use k8sgpt with LocalAI; 💻 Usage. I personally found langchain quite easy to use and straightforward to learn. Note: The checkpoints saved from this training command will have argument use_cache in the file config. StarCoder. Summary: CodeGeeX is completely free and boasts a plethora of outstanding features, which truly make it a remarkable substitute for GitHub Copilot. The project implements a custom runtime that applies many performance optimization techniques such as weights quantization, layers fusion, batch reordering, etc. Easy sharing. Its training data incorporates more that 80 different programming languages as well as text extracted from GitHub issues and commits and from notebooks. Author: Michael Gschwind. The BigCode community, an open-scientific collaboration working on the responsible development of Large Language Models for Code (Code LLMs), introduces StarCoder and StarCoderBase: 15. bigcode-tokenizer Public Jupyter Notebook 13 Apache-2. Note that, as this agent is in active development, all answers might not be correct. The model created as a part of the BigCode initiative is an improved version of the StarCodeI started Project Starcoder in 2019 and created starcoder dot org website to host my coding tutorial videos and my writings. StarCoder Continued training on 35B tokens of Python (two epochs) MultiPL-E Translations of the HumanEval benchmark into other programming languages. LLMs make it possible to interact with SQL databases using natural language. Integration with Text Generation Inference. starcoder-15. See the documentation. The model uses Multi Query Attention, a context window of 8192 tokens, and was trained using the Fill-in-the-Middle objective on 1 trillion tokens. Note: The above table conducts a comprehensive comparison of our WizardCoder with other models on the HumanEval and MBPP benchmarks. Enter the token in Preferences -> Editor -> General -> StarCoder; Suggestions appear as you type if enabled, or right-click selected text to manually prompt. In particular, the model has not been aligned to human preferences with techniques like RLHF, so may generate. Get started. The StarCoderBase models are 15. Presenting online videos, articles, programming solutions, and. co In this blog post, we’ll show how StarCoder can be fine-tuned for chat to create a personalised coding assistant! Dubbed StarChat, we’ll explore several technical details that arise when using large language models (LLMs) as coding assistants, including: Introducing the Starcoder LLM (Language Model), the ultimate tool designed specifically for programming languages. 0. Stars. #134 opened Aug 30, 2023 by code2graph. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. edited. 5. Text-to-SQL is a task in natural language processing (NLP) where the goal is to automatically generate SQL queries from natural language text. 0 2 0 0 Updated Oct 24, 2023. With this bigger batch size, we observe ~3. It is exceedingly user-friendly and highly recommended to give it a try. The representation captures the semantic meaning of what is being embedded, making it robust for many industry applications. Architecture: StarCoder is built upon the GPT-2 model, utilizing multi-query attention and the Fill-in-the-Middle objective. model_type to compare with the table below to check whether the model you use is supported by. It also tries to avoid giving false or misleading. Note: The above table conducts a comprehensive comparison of our WizardCoder with other models on the HumanEval and MBPP benchmarks. The model uses Multi Query. Easily integrate NLP, audio and computer vision models deployed for inference via simple API calls. Try the new tutorials to help you learn how to: Prompt foundation models: There are usually multiple ways to prompt a foundation model for a successful result. How did data curation contribute. g4dn. Run inference with pipelines Write portable code with AutoClass Preprocess data Fine-tune a pretrained model Train with a script Set up distributed training with 🤗 Accelerate Load and train adapters with 🤗 PEFT Share your model Agents Generation with LLMs. In an effort to ensure cross-operating-system and cross-language compatibility, the GPT4All software ecosystem is organized as a monorepo with the following structure:. . It was trained using a Fill-in-the-Middle training objective. We load the StarCoder model and the OpenAssistant model from the HuggingFace Hub, which requires HuggingFace Hub API. """. Recently, Hugging Face and ServiceNow announced StarCoder, a new open. StarCoder was trained in more than 80 programming languages and offers state of the art performance on multiple benchmarks. StableCode: Built on BigCode and big ideas. 8% pass@1 on HumanEval is good, GPT-4 gets a 67. This is done in . Every year, this event brings the most innovative creators from across our global community together to connect with one another and learn about our newest features and products. StarCoder is a language model trained on permissive code from GitHub (with 80+ programming languages 🤯) with a Fill-in-the-Middle objective. StarCoder # Paper: A technical report about StarCoder. Code Llama — Code Llama is Meta’s foundation model for code generation, and comes in three model sizes: 7B, 13B, and 34B parameters. When fine-tuned on an individual database schema, it matches or outperforms GPT-4 performance. The preparation of the data for analysis is a labor-intensive process for data scientists and analysts. Introduction. Step 1. Setting up a FauxPilot Server. 230711. Supercharger has the model build unit tests, and then uses the unit test to score the code it generated, debug/improve the code based off of the unit test quality score, and then run it. English. 5B parameter models trained on 80+ programming languages from The Stack (v1. more. starcoder. In a cell, press "ctrl + space" to trigger Press "ctrl" to accpet the proposition. The model has been trained on more than 80 programming languages, although it has a particular strength with the. , May 4, 2023 — ServiceNow, the leading digital workflow company making the world work better for everyone, today announced the release of one of the world’s most responsibly developed and strongest-performing open-access large language model (LLM) for code generation. To associate your repository with the gpt4all topic, visit your repo's landing page and select "manage topics. . 5B parameters and an extended context length. Bug fixgalfaroi commented May 6, 2023. The token is persisted in cache and set as a git credential. HumanEval is a widely used benchmark for Python that checks. BLACKBOX AI is a tool that can help developers to improve their coding skills and productivity. The StarCoder models, which have a context length of over 8,000 tokens, can process more input than any other open LLM, opening the door to a wide variety of exciting new uses. The starcoder-15. ”. StarCoder+: StarCoderBase further trained on English web data. Make sure to use <fim-prefix>, <fim-suffix>, <fim-middle> and not <fim_prefix>, <fim_suffix>, <fim_middle> as in StarCoder models. He uploads most general Roblox content but he also livestreams and uploads videos on the hit game Doors on Roblox. Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-4, ChatGPT, etc. 0 Tutorial (Starcoder) 1–2 hours. 🔗 Resources. Subsequently, we fine-tune the Code LLM, StarCoder, utilizing the newly created instruction-following training set. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products. Choose code to translate. Bronze to Platinum Algorithms. StarCoder matches or outperforms the OpenAI code-cushman-001 model. Furthermore, StarCoder outperforms every model that is fine-tuned on Python, can be prompted to achieve 40\% pass@1 on HumanEval, and still retains its performance on other programming languages. Hugging Face Baseline. Below are a series of dialogues between various people and an AI technical assistant. OpenLLM is an open-source platform designed to facilitate the deployment and operation of large language models (LLMs) in real-world applications. This comes after Amazon launched AI Powered coding companion. below all log ` J:GPTAIllamacpp>title starcoder J:GPTAIllamacpp>starcoder. Repository: bigcode/Megatron-LM. Text-Generation-Inference is a solution build for deploying and serving Large Language Models (LLMs). We provide a docker container that helps you start running OpenLLM:. The StarCoder models are 15. I now want to further fine tune the model without losing its original properties - in this case via instruction fine tuning / prefix tuning. 0 and programming! Free tutorial. The training data requires some preprocessing. lvwerra closed this as. In this paper, we show that when we instead frame structured commonsense reasoning tasks as code generation. . Date Jul 11, 2023. It offers production-ready tools to build NLP backend services, e. In particular, the model has not been aligned to human preferences with techniques like RLHF, so may generate. The StarCoder models are 15. 🤗 Transformers Quick tour Installation. This is what I used: python -m santacoder_inference bigcode/starcoderbase --wbits 4 --groupsize 128 --load starcoderbase-GPTQ-4bit-128g/model. From Zero to Python Hero: AI-Fueled Coding Secrets Exposed with Gorilla, StarCoder, Copilot, ChatGPT. The model is meant to be used by developers to boost their productivity. Inside this course, basic concepts of programming are introduced through the language of Python. Bigcode's Starcoder GPTQ These files are GPTQ 4bit model files for Bigcode's Starcoder. On Volta, Turing and Ampere GPUs, the computing power of Tensor Cores are used automatically when the precision of the data and weights are FP16. 与LLaMA类似，我们为1万亿个代币训练了一个~15B的参数模型。. Back to the Text Generation tab and choose Instruction Mode. Early access to select items, features, and events. Already have an account? Log in. length, and fast large-batch inference via multi-query attention, StarCoder is currently the best open-source choice for code-based applications. The assistant tries to be helpful, polite, honest, sophisticated, emotionally aware, and humble-but-knowledgeable. 如果你是一个软件开发者，你可能已经使用过 ChatGPT 或 GitHub 的 Copilot 去解决一些写代码过程中遇到的问题，比如将代码从一种语言翻译到另一种语言，或者通过自然语言，诸如“写一个计算斐波那契数列第 N 个元素的. FormatIntroduction. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. 5B parameters and an extended context length of 8K, it excels in infilling capabilities and facilitates fast large-batch inference through multi-query attention. e. Then, navigate to the Interface Mode tab and select Chat Mode. StarChat is a series of language models that are trained to act as helpful coding assistants. 2. Email. n_threads=CPU大核数*2+小核数 -2 On the same day, Hugging Face published a blog post about the project, which involves both StarCoder and StarCoderBase LLMs. g. Below are a series of dialogues between various people and an AI technical assistant. English [Auto] Pandas AI is a Python library that uses generative AI models to supercharge pandas capabilities. . The training data requires some preprocessing. We load the StarCoder model and the OpenAssistant model from the HuggingFace Hub, which requires HuggingFace Hub API key and it is free to use. May 17 , 2023 by Ofer Mendelevitch. . And here is my adapted file: Attempt 1: from transformers import AutoModelForCausalLM, AutoTokenizer ,BitsAndBytesCon. org) provides online video tutorials, resources, and classes teacing coding to K-12 students. Find more here on how to install and run the extension with Code Llama. Von Werra. The RCA for the micro_batch_per_gpu * gradient_acc_step * world_size 256 != 4 * 8 * 1 is that the deepspeed environment is not being set up as a result of which the world_size is set to 1. In this tutorial, we show how to use Better Transformer for production inference with torchtext. The model uses Multi Query Attention, a context window of 8192 tokens, and was trained using the Fill-in-the-Middle objective on 1 trillion tokens. org) provides online video tutorials and recorded live class sessions which. 2), with opt-out requests excluded. 6. Text Generation Inference (TGI) is a toolkit for deploying and serving Large Language Models (LLMs). It can be used by developers of all levels of experience, from beginners to experts. They emphasized that the model goes beyond code completion. smspillaz/ggml-gobject: GObject-introspectable wrapper for use of GGML on the GNOME platform. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). It allows you to use the functionality of the C++ library from within Python, without having to write C++ code or deal with low-level C++ APIs. . StarCoder models can be used for supervised and unsupervised tasks, such as classification, augmentation, cleaning, clustering, anomaly detection, and so forth. Created by Starcoder. Our youtube channel features tutorials and videos about Machine Learning, Natural Language Processing, Deep Learning and all the tools and knowledge open-sourced and shared by HuggingFace. 2) (1x) A Wikipedia dataset that has been upsampled 5 times (5x) It's a 15. We present QLoRA, an efficient finetuning approach that reduces memory usage enough to finetune a 65B parameter model on a single 48GB GPU while preserving full 16-bit finetuning task performance. Yes, Copilot does use your code to train general AI models. I think it is a great way to experiment with your LLMs. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. - GitHub - oobabooga/text-generation-webui: A Gradio web UI for Large Language Models. LocalAI. The StarCoder models offer unique characteristics ideally suited to enterprise self-hosted solution: In order to generate the Python code to run, we take the dataframe head, we randomize it (using random generation for sensitive data and shuffling for non-sensitive data) and send just the head. StarCoderPlus is a fine-tuned version of StarCoderBase on a mix of: The English web dataset RefinedWeb (1x) StarCoderData dataset from The Stack (v1. 53 KB. 0 and programming! Free tutorial. Led by ServiceNow Research and Hugging Face, the open-access, open. As of June 22, 2022, CodeGeeX has been trained on more than 850 billion tokens on a cluster of 1,536 Ascend 910 AI Processors. It is not just one model, but rather a collection of models, making it an interesting project worth introducing. Table of Contents Model Summary; Use; Limitations; Training; License; Citation; Model Summary The StarCoderBase models are 15. . . Online articles are written by cskitty and cryptobunny. MPT-30B (Base) MPT-30B is a commercial Apache 2. Copied to clipboard. Check out this tutorial with the Notebook Companion: Understanding embeddings . Q2. 0% and it gets an 88% with Reflexion, so open source models have a long way to go to catch up. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query attention. 5. The default config for Chat UI is stored in the . From. hey @syntaxing there is. Rthro Swim. Tensor parallelism support for distributed inference. intellij. Visits. StarCoder - A state-of-the-art LLM for code. Note: Any StarCoder variants can be deployed with OpenLLM. This tutorial introduces more advanced features of Fully Sharded Data Parallel (FSDP) as part of the PyTorch 1. It can process larger input than any other free open-source code model. From a report: Code-generating systems like DeepMind's AlphaCode; Amazon's CodeWhisperer; and OpenAI's Codex, which powers Copilot,. Repositories available 4-bit GPTQ models for GPU inference; 4, 5, and 8-bit GGML models for CPU+GPU inference; Bigcoder's unquantised fp16 model in pytorch format, for GPU inference and for further. VS Code extension We can use StarCode with VS Code by. StarCoderEx. StarChat Alpha is the first of these models, and as an alpha release is only intended for educational or research purpopses. If you want to fine-tune on other text datasets, you just need to change data_column argument to the name of the column. You can supply your HF API token ( hf. StarCoder is a part of Hugging Face’s and ServiceNow’s over-600-person BigCode project, launched late last year, which aims to develop “state-of-the-art” AI systems for code in an “open. If you have a look at, say, a server which offers some services you want to connect to from "everywhere", such as a web server and/or mail and imap server, and you execute netstat -tulpen, you'll notice that there are entries like 0. It is written in Python and trained to write over 80 programming languages, including object-oriented programming languages like C++, Python, and Java and procedural programming. Project starcoder’s online platform provides video tutorials and recorded live class sessions which enable K-12 students to learn coding. 3. StarCoder Training Dataset Dataset description This is the dataset used for training StarCoder and StarCoderBase. . StarCoder: 最先进的代码大模型 关于 BigCode . """Query the BigCode StarCoder model about coding questions. The OpenAI model needs the OpenAI API key and the usage is not free. StarCoder es un modelo de lenguaje de gran tamaño (LLM por sus siglas en inglés), desarrollado por la comunidad BigCode, que se lanzó en mayo de 2023. , insert within your code, instead of just appending new code at the end. 1. Readme License. cpp (GGUF), Llama models. 5 Projects In 5 Days – Scratch Game Programming For Kids (Little Apple Academy) 1–2 hours. We’re on a journey to advance and democratize artificial intelligence through open source and open science. StarCoder and comparable devices were tested extensively over a wide range of benchmarks. What’s New. 2. cpp quantized types. 0:143 or :::80. @projectstarcoder 679 subscribers 91 videos. Text Generation Inference implements many optimizations and features, such as: Simple. Testing. , 2023) and Code Llama (Rozière et al. For now, BetterTransformer supports the fastpath from the native nn. Optimum Inference includes methods to convert vanilla Transformers models to ONNX using the ORTModelForXxx classes. It uses llm-ls as its backend. Type: Llm: Login. What’s New. Learn how to get started with Hugging Face and the Transformers Library in 15 minutes! Learn all about Pipelines, Models, Tokenizers, PyTorch & TensorFlow in. </p> <p dir="auto">We found that StarCoderBase outperforms. HumanEval is a widely used benchmark for Python that checks whether or not a. Add this topic to your repo. Create notebooks and keep track of their status here. Saved searches Use saved searches to filter your results more quicklyOur ninth annual Roblox Developers Conference (RDC) kicked off today at the Fort Mason Center in San Francisco. Text Generation Inference (TGI) is a toolkit for deploying and serving Large Language Models (LLMs). {StarCoder: may the source be with you!}, author={Raymond Li and Loubna Ben Allal and Yangtian Zi and Niklas. TransformerEncoderLayer as well as Flash Attention and. Their WizardCoder beats all other open-source Code LLMs, attaining state-of-the-art (SOTA) performance, according to experimental findings from four code-generating benchmarks, including HumanEval,. Win2Learn part of the Tutorial Series shows us how to create our. Project Starcoder is a collection of free online resources for students to learn programming, from beginning to end. The Hugging Face Unity API is an easy-to-use integration of the Hugging Face Inference API, allowing developers to access and use Hugging Face AI models in their Unity projects. In this video I look at the Starcoder suite of models, how they were made and how they work. Users can summarize pandas data frames data by using natural language. ). StarCoder and StarCoderBase are Large Language Models for Code (Code LLMs) trained on permissively licensed data from GitHub, including from 80+ programming languages, Git commits, GitHub issues, and Jupyter notebooks. It emphasizes open data, model weights availability, opt-out tools, and reproducibility to address issues seen in closed models, ensuring transparency and ethical usage. OpenLLM is built on top of BentoML, a platform-agnostic model serving solution. Este modelo ha sido. Login the machine to access the Hub. Added insert single line action (hotkey Alt+S). Découvrez ici ce qu'est StarCoder, comment il fonctionne et comment vous pouvez l'utiliser pour améliorer vos compétences en codage. The task involves converting the text input into a structured representation and then using this representation to generate a semantically correct SQL query that can be executed on a database. Tutorials; Cryptography; Archive; About; Toggle search Toggle menu. “Turtle” is a python feature like a drawing board, which lets you command a turtle to draw all over it! You can use functions like turtle. The model was also found to be better in terms of quality than Replit’s Code V1, which seems to have focused on being cheap to train and run. co/bigcode/starcoder and accept the agreement. We found that removing the in-built alignment of the OpenAssistant dataset. The example starcoder binary provided with ggml; As other options become available I will endeavour to update them here (do let me know in the Community tab if I've missed something!) Tutorial for using GPT4All-UI Text tutorial, written by Lucas3DCG; Video tutorial, by GPT4All-UI's author ParisNeo; Provided files The StarCoder LLM can run on its own as a text to code generation tool and it can also be integrated via a plugin to be used with popular development tools including Microsoft VS Code. 1. Code-writing assistance has been around for 40+ years, starting from things like syntax. Project Starcoder (starcoder. Models come and go (linear models, LSTM, Transformers,. Quantization of SantaCoder using GPTQ. 0. Zero configuration required. Text Generation Inference implements many optimizations and features, such as: Simple. Created by Starcoder. BigCode is an open scientific collaboration working on responsible training of large language models for coding applications. You can find more information on the main website or follow Big Code on Twitter. In this tutorial we will learn how to draw a graph using Python Turtle library. 1. However, StarCoder offers more customization options, while CoPilot offers real-time code suggestions as you type. Starcoder itself isn't instruction tuned, and I have found to be very fiddly with prompts. g quantized the model to 4bit and applied LoRA on some of. Uploaded by John Phillips. windows macos linux artificial-intelligence generative-art image-generation inpainting img2img ai-art outpainting txt2img latent-diffusion stable-diffusion. The model uses Grouped Query Attention and has a context window of 2048 tokens. Use watsonx and BigCode starcoder-15. We perform the most comprehensive evaluation of Code LLMs to date and show that StarCoderBase outperforms every open Code LLM that supports multiple programming languages and matches or outperforms the OpenAI code-cushman-001 model. StarCoder (opens in a new tab) StarCoder: A State-of-the-Art LLM for Code: MPT (opens in a new tab) May 2023: 7, 30: MPT-7B (opens in a new tab), MPT-30B (opens in a new tab) MosaicML's MPT models are open-source, commercially licensed Large Language Models, offering customizable AI solutions optimized for various NLP tasks. videogameaholic. Model Summary. The assistant is happy to help with code questions, and will do its best to understand exactly what is needed. Added insert single line action (hotkey Alt+S). 4. The Large Language Model will be released on the Hugging Face platform Code Open RAIL‑M license with open access for royalty-free distribution. Created by Starcoder. StarCoderBase: Trained on an extensive dataset comprising 80+ languages from The Stack, StarCoderBase is a versatile model that excels in a wide range of programming paradigms. @PunitSoni Yes, this is standard. Before he started playing Doors, he originally. The agent builds off of SQLDatabaseChain and is designed to answer more general questions about a database, as well as recover from errors. I need to know how to use <filename>, <fim_*> and other special tokens listed in tokenizer special_tokens_map when preparing the dataset. Usage. In the rest of this tutorial we will be using CodeParrot model and data as an example. The baseline is a model created via Huggingface’s library as an AutoModelForCausalLM model, PEFT and a LoRA approach with subsequent merging of the weights. In this tutorial we will learn how to draw a graph using Python Turtle library. Mix & match this bundle with other items to create an avatar that is unique to you!Run a Local LLM Using LM Studio on PC and Mac. Plugin Versions. Learn more about CollectivesWe’re deeply dedicated to pursuing analysis that’s accountable and neighborhood engaged in all areas, together with synthetic intelligence (AI).