Watch Introduction to Colab to learn more, or just get started below!May 19. ----- Human:. ServiceNow and Hugging Face release StarCoder, one of the world’s most responsibly developed and strongest-performing open-access large language model for code generation. 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. 0. The. #134 opened Aug 30, 2023 by code2graph. TransformerEncoderLayer as well as Flash Attention and. 🚂 State-of-the-art LLMs: Integrated support for a wide. below all log ` J:GPTAIllamacpp>title starcoder J:GPTAIllamacpp>starcoder. Step 1 is to instantiate an agent. Yes, Copilot does use your code to train general AI models. , MySQL, PostgreSQL, Oracle SQL, Databricks, SQLite). 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. ServiceNow, one of the leading digital workflow companies making the world work better for everyone, has announced the release of one of the world’s most responsibly developed and strongest-performing open-access large language model (LLM) for code generation. TL;DR. You signed out in another tab or window. The default config for Chat UI is stored in the . You can find more information on the main website or follow Big Code on Twitter. Roblox Premium 2200 Membership. Introduction. Access to GPUs free of charge. config. Open Source Library for LLM. This is done in . StarChat is a series of language models that are fine-tuned from StarCoder to act as helpful coding assistants. . starcoder-15. """. Hoy os presentamos el nuevo y revolucionario StarCoder LLM, un modelo especialmente diseñado para lenguajes de programación, y que está destinado a marcar un antes y un después en la vida de los desarrolladores y programadores a la hora de escribir código. Develop. We adhere to the approach outlined in previous studies by generating 20 samples for each problem to estimate the pass@1 score and evaluate with the same. 1hr 53min of on-demand video. At the time of writing, the AWS Neuron SDK does not support dynamic shapes, which means that the input size needs to be static for compiling and inference. That sounds amazing! But the reality is I am doing coding since 8 months and I have practiced on many platforms before jumping to the contests. First, let's establish a qualitative baseline by checking the output of the model without structured decoding. org) provides online video tutorials, resources, and classes teacing coding to K-12 students. The site was created to host a variety of programming and programming-adjacent topics, presented in video and text forms. Installation. . 与LLaMA类似，我们为1万亿个代币训练了一个~15B的参数模型。. It provides a unified framework for training, deploying, and serving state-of-the-art natural language processing models. , translate Python to C++, explain concepts (what’s recursion), or act as a terminal. すでにGithub Copilotなど、プログラムをAIが支援するシステムがいくつか公開されていますが、StarCoderはロイヤリティ無料で使用できるのがすごいです。. Additionally, StarCoder is adaptable and can be fine-tuned on proprietary code to learn your coding style guidelines to provide better experiences for your development team. Already have an account? Log in. 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. yolo-v3, yolo-v8. videogameaholic. Summary: CodeGeeX is completely free and boasts a plethora of outstanding features, which truly make it a remarkable substitute for GitHub Copilot. local. Organizations are running their mission-critical enterprise. However, StarCoder offers more customization options, while CoPilot offers real-time code suggestions as you type. 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. - GitHub - oobabooga/text-generation-webui: A Gradio web UI for Large Language Models. In this paper, we show an avenue for creating large amounts of. Starcoder is a brand new large language model which has been released for code generation. Text-Generation-Inference is a solution build for deploying and serving Large Language Models (LLMs). ago. 🚂 State-of-the-art LLMs: Integrated support for a wide. StarCoder combines graph-convolutional networks, autoencoders, and an open set of encoder. e. 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. . To get familiar with FSDP, please refer to the FSDP getting started tutorial. Project StarCoder (starcoder. The LM Studio cross platform desktop app allows you to download and run any ggml-compatible model. It is exceedingly user-friendly and highly recommended to give it a try. Typically, a file containing a set of DNA sequences is passed as input, jointly with. The Large Language Model will be released on the Hugging Face platform Code Open RAIL‑M license with open access for royalty-free distribution. Project Starcoder (starcoder. API token now optional, but recommended. Develop interactively at scale. This repo provides: inference files for running the Coarse2Fine model with new input questions over tables from. [!NOTE] When using the Inference API, you will probably encounter some limitations. It uses llm-ls as its backend. In the rest of this tutorial we will be using CodeParrot model and data as an example. Supports transformers, GPTQ, AWQ, EXL2, llama. Overview Version History Q & A Rating & Review. llm-vscode is an extension for all things LLM. Share your videos with friends, family, and the worldStarCoder is a transformer-based LLM capable of generating code from natural language descriptions, a perfect example of the "generative AI" craze popularized. Start by creating a . project starcoder was founded in 2019 by cskitty. It allows you to run LLMs, generate. Starcoder is a brand new large language model which has been released for code generation. Easy sharing. cpp (GGUF), Llama models. It’s open-access but with some limits under the Code Open RAIL-M license,. koboldcpp. jupyter. ”. Animation | Walk. With its comprehensive language coverage, it offers valuable support to developers working across different language ecosystems. From StarCoder to SafeCoder . 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. The. This book will introduce step by step how to use candle. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. 2), with opt-out requests excluded. 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. CTranslate2 is a C++ and Python library for efficient inference with Transformer models. import requests. Uploaded by John Phillips. 1 comment. OMG this stuff is life-changing and world-changing. StarCoder-Base was trained on over 1 trillion tokens derived from more than 80 programming languages, GitHub issues, Git commits, and Jupyter notebooks. Project Starcoder is a collection of free online resources for students to learn programming, from beginning to end. 12xlarge instance. It is exceedingly user-friendly and highly recommended to give it a try. 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. Recently (2023/05/04 - 2023/05/10), I stumbled upon news about StarCoder and was. Rthro Animation Package. English. Step 2. We fine-tuned StarCoderBase model for 35B. I try to run the model with a CPU-only python driving file but unfortunately always got failure on making some attemps. The Slate 153-million multilingual models are useful for enterprise natural language processing (NLP), non-generative AI use cases. Natural Language Database Queries. Steven Hoi. First, you need to convert it into a loose json format, with one json containing a text sample per line. 1. Besides manual inspection we did extensive deduplication. Introduction to Python Lesson 1: Variables and Print 6 minute read Introduction to Python Lesson 1: Variables and PrintHuggingfaceとServiceNowが開発したStarCoderを紹介していきます。このモデルは、80以上のプログラミング言語でトレーニングされて155億パラメータを持つ大規模言語モデルです。1兆トークンでトレーニングされております。コンテキストウィンドウが8192トークンです。 今回は、Google Colabでの実装方法. How can you near-deduplicate 1. From a report: Code-generating systems like DeepMind's AlphaCode; Amazon's CodeWhisperer; and OpenAI's Codex, which powers Copilot,. 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. Tutorial to use k8sgpt with LocalAI; 💻 Usage. intellij. The bare minimum config you need to get Chat UI to run locally is the following:Check the new instruction-tuning resources: InstructHumanEval: a variant of HumanEval benchamrk adapted for instruction-tuned models InstructHumanEval Full Curated CoNaLa: we used UL2 to rewritte more than 590k uncurated intents in CoNaLa dataset conala-mined-curated Self-Instruct with StarCoder: we release a selft-instruct. We provide a docker container that helps you start running OpenLLM:. In a cell, press "ctrl + space" to trigger Press "ctrl" to accpet the proposition. 0% and it gets an 88% with Reflexion, so open source models have a long way to go to catch up. We introduce CodeGeeX, a large-scale multilingual code generation model with 13 billion parameters, pre-trained on a large code corpus of more than 20 programming languages. Plugin Versions. Finetuning large language models (LLMs) on instructions leads to vast performance improvements on natural language tasks. What is this about? 💫 StarCoder is a language model (LM) trained on source code and natural language text. The OpenAI model needs the OpenAI API key and the usage is not free. 5. Presenting online videos, articles, programming solutions, and live/video classes! Follow. cpp, and adds a versatile Kobold API endpoint, additional format support, backward compatibility, as well as a fancy UI with persistent stories, editing tools, save formats, memory, world info,. Usage. Introducing the Starcoder LLM (Language Model), the ultimate tool designed specifically for programming languages. 5B parameter models trained on 80+ programming languages from The Stack (v1. c:3874: ctx->mem_buffer != NULL. Pre-trained models for Natural Languages (NL) like BERT and GPT have been recently shown to transfer well to Programming Languages (PL) and largely benefit a broad set of code-related tasks. StarCoder+: StarCoderBase further trained on English web data. Join the community of machine learners! Hint: Use your organization email to easily find and join your company/team org. 4TB dataset of source code were open-sourced at the same time. Tutorials. Presenting online videos, articles, programming. According to the announcement, StarCoder was found to have outperformed other existing open code LLMs in some cases, including the OpenAI model that powered early versions of GitHub Copilot. Updated 1 hour ago. 500 millones de parámetros y es compatible con más de 80 lenguajes de programación, lo que se presta a ser un asistente de codificación cruzada, aunque Python es el lenguaje que más se beneficia. gpt4all-backend: The GPT4All backend maintains and exposes a universal, performance optimized C API for running. StarChat is a series of language models that are fine-tuned from StarCoder to act as helpful coding assistants. Roblox researcher and Northeastern. These are bound to the "all zeros" address and do that exactly as. 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. Language models for code are typically benchmarked on datasets such as HumanEval. !Note that Starcoder chat and toolbox features are. Features. The StarCoder LLM is a 15 billion parameter model that has been trained on source code that was permissively licensed and available on GitHub. To be able to tweak more options, you will need to use a DeepSpeed config file. org) provides online video tutorials, resources, and classes teacing coding to K-12 students. . Program benefits and perks. One key feature, StarCode supports 8000 tokens. #14. The representation captures the semantic meaning of what is being embedded, making it robust for many industry applications. org) provides online video tutorials and recorded live class sessions which. Choose code to translate. 5B parameter models trained on 80+ programming languages from The Stack (v1. GitHub Copilot. Models trained on code are shown to reason better for everything and could be one of the key avenues to bringing open models to higher levels of quality: . Its training data incorporates more that 80 different programming languages as well as text extracted from GitHub issues and commits and from notebooks. like StarCoder from BigCode. StarCoder provides an AI pair programmer like Copilot with text-to-code and text-to-workflow capabilities. In this blog, we detail how VMware fine-tuned the StarCoder. Data Curation and Preparation: The Backbone of Success. Subscribe to the PRO plan to avoid getting rate limited in the free tier. Task Guides. Bronze to Platinum Algorithms. Rthro Swim. TGI enables high-performance text generation for the most popular open-source LLMs, including Llama, Falcon, StarCoder, BLOOM, GPT-NeoX, and T5. Leverage the same LLM and generative AI capabilities previously only available to leaders like OpenAI and Uber, all in your cloud account. 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. py tool is mostly just for converting models in other formats (like HuggingFace) to one that other GGML tools can deal with. As generative AI models and their development continue to progress, the AI stack and its dependencies become increasingly complex. Early access to select items, features, and events. llm-vscode is an extension for all things LLM. With its comprehensive language coverage, it offers valuable support to developers working across different language ecosystems. g. The open‑access, open‑science, open‑governance 15 billion parameter StarCoder LLM makes generative AI more transparent and accessible to enable responsible innovation. The model uses Multi Query Attention, was trained using the Fill-in-the-Middle objective and with 8,192 tokens context window for a trillion tokens of heavily deduplicated data. . 5B parameter Language Model trained on English and 80+ programming languages. Lastly, like HuggingChat, SafeCoder will introduce new state-of-the-art models over time, giving you a seamless. The world of coding has been revolutionized by the advent of large language models (LLMs) like GPT-4, StarCoder, and Code LLama. Extensive benchmark testing has demonstrated that StarCoderBase outperforms other open Code LLMs and rivals closed models like OpenAI’s code-Cushman-001, which powered early versions of GitHub Copilot. We fine-tuned StarCoderBase model for 35B Python tokens, resulting in a new model that we call StarCoder. SANTA CLARA, Calif. 1. Out of the two, StarCoder is arguably built from the ground up for the open-source community, as both the model and a 6. 12xlarge instance. an input of batch size 1 and sequence length of 16, the model can only run inference on inputs with that same shape. BLACKBOX AI can help developers to: * Write better code * Improve their coding. CodeT5+ achieves the state-of-the-art performance among the open-source LLMs on many challenging code intelligence tasks, including zero-shot evaluation on the code generation benchmark HumanEval. 1 Evol-Instruct Prompts for Code Inspired by the Evol-Instruct [29] method proposed by WizardLM, this work also attempts to make code instructions more complex to enhance the fine-tuning effectiveness of code pre-trained large models. 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,. 5b to generate code; Week ending 15 September 2023 Prompt engineering and synthetic data quick start tutorials. Setup. With a context length of over 8,000 tokens, they can process more input than any other open. hey @syntaxing there is. I personally don’t know anyone who just started coding and became a 4 star or so in a. It can process larger input than any other free open-source code model. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"chat","path":"chat","contentType":"directory"},{"name":"finetune","path":"finetune. Hugging Face - Build, train and deploy state of the art models. Using our publicly available LLM Foundry codebase, we trained MPT-30B over the course of 2. 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. From beginner-level python tutorials to complex algorithms for the USA Computer Olympiad (USACO). Starcode clustering is based on all pairs search within a specified Levenshtein distance (allowing insertions and deletions), followed by a clustering algorithm: Message Passing, Spheres or Connected Components. Together, StarCoderBaseand StarCoderoutperform OpenAI’scode-cushman-001 on. 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:. programming from beginning to end. . From Zero to Python Hero: AI-Fueled Coding Secrets Exposed with Gorilla, StarCoder, Copilot, ChatGPT. 2，这是一个收集自GitHub的包含很多代码的数据集。. The company trained a nearly 15 billion parameter model for 1 trillion tokens, fine-tuning the StarCoderBase model for 35 billion Python tokens, which resulted in a new model called StarCoder. Setting up a FauxPilot Server. , 2023) and Code Llama (Rozière et al. Win2Learn part of the Tutorial Series shows us how to create our. We found that removing the in-built alignment of the OpenAssistant dataset. One of these features allows you translate code into any language you choose. CodeShell是北京大学知识计算实验室联合四川天府银行AI团队研发的多语言代码大模型基座。 CodeShell具有70亿参数. OpenLLM is an open platform for operating LLMs in production. 0 Tutorial" are both available free on Udemy. You can supply your HF API token ( hf. For now, BetterTransformer supports the fastpath from the native nn. 0 Tutorial (Starcoder) 1–2 hours. 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. 0. I was actually the who added the ability for that tool to output q8_0 — what I was thinking is that for someone who just wants to do stuff like test different quantizations, etc being able to keep a nearly. No prior programming experience needed to understand the course!. It is the result of quantising to 4bit using AutoGPTQ. Whether you're a student, a data scientist or an AI researcher, Colab can make your work easier. Despite their success, most current methods either rely on an encoder-only (or decoder-only) pre-training that is suboptimal for generation (resp. Created by Starcoder. StarCoder: 最先进的代码大模型 关于 BigCode . Create notebooks and keep track of their status here. If you're using 🤗 Datasets, here is an example on how to do that (always inside Megatron-LM folder): In the tutorial, we demonstrated the deployment of GPT-NeoX using the new Hugging Face LLM Inference DLC, leveraging the power of 4 GPUs on a SageMaker ml. Most of those solutions remained close source. 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. StarCoder gives power to software programmers to take the most challenging coding projects and accelerate AI innovations. Otherwise, I recommend reading Digital Ocean tutorial linked before. OpenLLM is an open-source library for large language models. 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 this organization you can find the artefacts of this collaboration: StarCoder, a state-of-the-art language model for code, OctoPack, artifacts. StarCoderEx. 5b. English. vLLM is flexible and easy to use with: Seamless integration with popular Hugging Face models. , 2023) have demonstrated remarkable performance in code generation. </p> <p dir="auto">We found that StarCoderBase outperforms. We compile CommitPack: 4 terabytes of Git commits across 350. Salesforce has been super active in the space with solutions such as CodeGen. From beginner-level python tutorials to complex algorithms for the USA Computer Olympiad (USACO). The starcoder-15. 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. Use watsonx and BigCode starcoder-15. onnx. 212—232. They emphasized that the model goes beyond code completion. This notebook showcases an agent designed to interact with a SQL databases. If token is not provided, it will be prompted to the user either with a widget (in a notebook) or via the terminal. 3 points higher than the SOTA open-source Code LLMs. 17 watching Forks. A code checker is automated software that statically analyzes source code and detects potential issues. * Plugin ID com. This repository showcases how we get an overview of this LM's capabilities. @PunitSoni Yes, this is standard. 230829. If you want to fine-tune on other text datasets, you just need to change data_column argument to the name of the column. 我们针对35B Python令牌对StarCoderBase模型. Load other checkpoints We upload the checkpoint of each experiment to a separate branch as well as the intermediate checkpoints as commits on the branches. 12 release. Deploying a model using the SageMaker Python SDK does not require that you create an endpoint configuration. Es un modelo de lenguaje refinado capaz de una codificación. TL;DR: CodeT5+ is a new family of open code large language models (LLMs) with improved model architectures and training techniques. Forrest Waldron, known on Roblox as StarCode_RealKreek (formerly RealKreek, known on YouTube as KreekCraft) is a Roblox YouTuber with over 8M subscribers. Astrometry; Get started; Examples. Subscribe to the PRO plan to avoid getting rate limited in the free tier. TGI enables high-performance text generation for the most popular open-source LLMs, including Llama, Falcon, StarCoder, BLOOM, GPT-NeoX, and more. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). Each problem consists of a task description, code solution and 3 automated test cases. More than 100 million people use GitHub to discover, fork, and contribute to over 420 million projects. First, let's establish a qualitative baseline by checking the output of the model without structured decoding. You switched accounts on another tab or window. Q2. The extension was developed as part of StarCoder project and was updated to support the medium-sized base model, Code Llama 13B. HumanEval is a widely used benchmark for Python that checks whether or not a. q4_0. 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. 9 tasks available (for Vision, NLP and more) Models instantly available on the Hub. Positive: CodeGeeX is a viable option to GitHub Copilot as it enables users to produce code blocks simply by entering their desired. StarCoderBase is trained on 1 trillion tokens sourced from The Stack (Kocetkov et al. 需要注意的是，这个模型不是一个指令. I need to know how to use <filename>, <fim_*> and other special tokens listed in tokenizer special_tokens_map when preparing the dataset. Using BigCode as the base for an LLM generative AI code. Run the setup script to choose a model to use. Model Summary. The StarCoderBase models are 15. It leverages the Evol-Instruct method to adapt to coding. galfaroi changed the title minim hardware minimum hardware May 6, 2023. GPTQ is SOTA one-shot weight quantization method. 1. You signed in with another tab or window. videogameaholic. Download. In this tutorial, we fine-tune a HuggingFace (HF) T5 model with FSDP for text summarization as a working example. 模型训练的数据来自Stack v1. CONNECT 🖥️ Website: Twitter: Discord: ️. GPTQ-for-SantaCoder-and-StarCoder. We take several important steps towards a safe open-access model release, including an improved PII redaction pipeline and a novel attribution tracing. I personally found langchain quite easy to use and straightforward to learn. Home of StarCoder: fine-tuning & inference! Python 6,623 Apache-2. Starcoder. Easy to learn Scratch 3. The convert. Install Copilot Labs. 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. In this paper, we show that when we instead frame structured commonsense reasoning tasks as code generation. LLMs make it possible to interact with SQL databases using natural language. In simpler terms, this means that when the model is compiled with e. Note: The checkpoints saved from this training command will have argument use_cache in the file config. Current Model. Easy to learn Scratch 3. Disclaimer . 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query attention. 500 millones de parámetros y es compatible con más de 80 lenguajes de programación, lo que se presta a ser un asistente de codificación cruzada, aunque Python es el lenguaje que más se beneficia. As per StarCoder documentation, StarCode outperforms the closed source Code LLM code-cushman-001 by OpenAI (used in the early stages of Github Copilot ). Before you can use the model go to hf. The StarCoder models are 15. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query attention. Tokenization and. Supercharger I feel takes it to the next level with iterative coding. bigcode-analysis Public Repository for analysis and experiments in. StarChat Alpha is the first of these models, and as an alpha release is only intended for educational or research purpopses. 6. 需要注意的是，这个模型不是一个指令. Haystack is an open source NLP framework to interact with your data using Transformer models and LLMs (GPT-4, ChatGPT, etc. g. Training any LLM relies on data, and for StableCode, that data comes from the BigCode project. With this bigger batch size, we observe ~3. In the meantime though for StarCoder I tweaked a few things to keep memory usage down that will likely have impacted the fine-tuning too (e. StarCoder - A state-of-the-art LLM for code. 6. coding assistant! Dubbed StarChat, we’ll explore several technical details that arise when usingStarCoder is part of the BigCode Project, a joint effort of ServiceNow and Hugging Face. . 5B parameter models trained on 80+ programming languages from The Stack (v1. Use watsonx and BigCode starcoder-15. Testing. Type: Llm: Login. Introduction. Note that there have been made some improvements already (such as DeiT by Facebook AI = Data Efficient Image Transformers), which I also. Summary: CodeGeeX is completely free and boasts a plethora of outstanding features, which truly make it a remarkable substitute for GitHub Copilot. Animation | Swim. As a matter of fact, the model is an autoregressive language model that is trained on both code and natural language text. Using fastLLaMa, you can ingest the model with system prompts and then save the state of the model, Then later load. The site was created to host a variety of programming and programming-adjacent topics, presented in video and text forms. 5 billion parameters and an extended context length of 8,000 tokens, it excels in various coding tasks, such as code completion, modification, and explanation. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query attention.