StarCoder combines graph-convolutional networks, autoencoders, and an open set of. We refined the StarCoderBase. StarCoder简介. core. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 5. org. BigCode Project. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 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: . 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. Reload to refresh your session. See the complete profile on LinkedIn and discover Danish’s connections and jobs at similar companies. pt. In this paper, we show that when we instead frame structured commonsense reasoning tasks as code generation. Phind-CodeLlama-34B-v1. Usage The model is intended to do single/multiline code completion. StarCoderData: Pretraining dataset of StarCoder. I am attempting to finetune the model using the command provided in the README. Architecture: StarCoder is built upon the GPT-2 model, utilizing multi-query attention and the Fill-in-the-Middle objective. Step by step installation with conda Large language models are increasingly trained on all the data ever produced by humans. Note: The reproduced result of StarCoder on MBPP. 5B 🗂️Data pre-processing Data Resource The Stack De-duplication: 🍉Tokenizer Technology Byte-level Byte-Pair-Encoding (BBPE) SentencePiece Details we use the. ai has released SQLCoder, a cutting-edge model for translating inquiries in natural language into database queries. It assumes a typed Entity-relationship model specified in human-readable JSON conventions. StarCoderBase-1B is a 1B parameter model trained on 80+ programming languages from The Stack (v1. The StarCoder LLM is a 15 billion parameter model that has been trained on source code that was permissively licensed and. You will need the transformers>=4. 2) and a Wikipedia dataset. 上述12个模型全部在HuggingFace上开源。. # Stablecode Completion Alpha 3B 4K - GPTQ - Model creator: [StabilityAI](- Original model: [Stablecode Completion Alpha 3B 4K. StarCoder是基于GitHub数据训练的一个代码补全大模型。. 5. The model will start downloading. Thank you for creating the StarCoder model. 1B Llama model on 3 trillion tokens. Provide details and share your research! But avoid. The assistant is happy to help with code questions, and will do its best to understand exactly what is needed. It also tries to avoid giving false or misleading. Model Summary. Below are a series of dialogues between various people and an AI technical assistant. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. Hi, you just need to change the input text, and use the content of your code files as is instead of the instruction format here. 2 — 2023. Recently (2023/05/04 – 2023/05/10), I stumbled upon news about StarCoder and was. 🔥 The following figure shows that our WizardCoder-Python-34B-V1. Project starcoder’s online platform provides video tutorials and recorded live class sessions which enable K-12 students to learn coding. gradle/curiostack/gnuradio with Starcoder installed. StarChat-β is the second model in the series, and is a fine-tuned version of StarCoderPlus that was trained on an "uncensored" variant of the openassistant-guanaco dataset. tao,qlin,djiang}@microsoft. Then you can download any individual model file to the current directory, at high speed, with a command like this: huggingface-cli download TheBloke/TinyLlama-1. 3 pass@1 on the HumanEval Benchmarks, which is 22. 2 — 2023. It's a 15. Introduction. The BigCode Project aims to foster open development and responsible practices in building large language models for code. For more details, see here. The StarCoder is a cutting-edge large language model designed specifically for code. Starcounter AB was established and started its development of Starcounter in 2006. #### Install Pytorch Nightly. Install datasets, accelerate and huggingface_hub. 5. A rough estimate of the final cost for just training StarCoderBase would be $999K. Most of those are support or Q&A chatbots to answer questions from clients at any hour and day. Three years ago, I would never have believed that I'd visit cities and connect in-person with people I met online. - OpenAI and other AI startups have limited access to their LLMs, hindering research on… CodeGen2. TinyStarCoderPy This is a 164M parameters model with the same architecture as StarCoder (8k context length, MQA & FIM). StarCoderPlus is a fine-tuned version of StarCoderBase on a mix of: The English web dataset RefinedWeb (1x) StarCoderData dataset from The Stack (v1. The training has started on 2023-09-01. Today, we’re sharing insights and results from two of our generative AI research projects. The only dependency for building Starcoder is Java, all other components like Python, a build toolchain, and even GnuRadio will be automatically setup by the build. $ . Defog SQLCoder Defog's SQLCoder is a state-of-the-art LLM for converting natural language questions to SQL queries. This adds Starcoder to the growing list of open-source AI models that can compete with proprietary industrial AI models, although Starcoder's code performance may still lag GPT-4. Repository: bigcode/Megatron-LM. 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. Repository: bigcode/Megatron-LM. StarCoder is a new AI language model that has been developed by HuggingFace and other collaborators to be trained as an open-source model dedicated to code completion tasks. 2. What’s the difference between RoBERTa and StarCoder? Compare RoBERTa vs. StarCoderData: Pretraining dataset of StarCoder. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. js" and appending to output. Governance Card: A card outlining the governance of the model. . Led. Adaptive Genius: Don’t. StarCoder is a state-of-the-art method for code correction and generation using neural networks from the research community The BigCode, MIT, University of Pennsylvania, and Columbia University. pipeline ( "text. vscode","path":". Dataset description. You can specify base_model, input_data_path and output_data_path in src\inference_wizardcoder. Enterprise workflows company ServiceNow and Hugging Face, an ML tools developer, have developed an open source large language generative AI model for coding. 0 model achieves the 57. In this organization you can find the artefacts of this collaboration: StarCoder, a state-of-the-art language model for code, OctoPack. We adopted exactly the same architecture and tokenizer as Llama 2. Feature request load_dataset currently does not accept jsonl as type but only json. Optionally, you can put tokens between the files, or even get the full commit history (which is what the project did when they created StarCoder). ROOTS uses heavily deduplicated and filtered data from Common Crawl, GitHub Code, and other crowdsourced initiatives. github","contentType":"directory"},{"name":". We fine-tuned StarCoderBase model for 35B. StableCode-Completion-Alpha-3B-4K Model Description StableCode-Completion-Alpha-3B-4K is a 3 billion parameter decoder-only code completion model pre-trained on diverse set of programming languages that topped the stackoverflow developer survey. We provide the decoding script for WizardCoder, which reads a input file and generates corresponding responses for each sample, and finally consolidates them into an output file. 通过过滤重复数据和低质量数据集之后，SlimPajama去除了原始RedPajama的49. Already have an account? Describe the bug load_dataset ('oscar-2201', 'af') raises an error: Traceback (most recent call last): File "/usr/lib/python3. There are also internal chatbots to be used to train new people joining the company and several other use cases. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. If you are used to the ChatGPT style of generating code, then you should try StarChat to generate. 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. 1b-1t-openorca. 5B parameter Language Model trained on English and 80+ programming languages. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". Under Download custom model or LoRA, enter TheBloke/WizardCoder-15B-1. vscode","path":". We would like to show you a description here but the site won’t allow us. Led by ServiceNow Research and Hugging Face, the open. dataset_loader import DatasetLoader from . 🔥 We released WizardCoder-15B-v1. With an impressive 15. This highlights the inherent risk of sending confidential data, for instance code, to Conversational AI providers that train on users’ inputs, as the weights could memorize the data by heart, and other users can then extract it through prompting. Log in or Sign Up to review the conditions and access this model content. 2) (1x). 🔥 [08/11/2023] We release WizardMath Models. The LM Studio cross platform desktop app allows you to download and run any ggml-compatible model from Hugging Face, and provides a simple yet powerful model configuration and inferencing UI. by: Shuo Yang*, Wei-Lin Chiang*, Lianmin Zheng*, Joseph E. Replace a commonly used requirement in the programming task with a less Open-source model StarCoder generates code in 86 programming languages. Paper: 💫StarCoder: May the source be with you! Point of Contact: contact@bigcode-project. Learn more about TeamsXGen-7B Technical Report Erik Nijkamp∗, Tian Xie ∗, Hiroaki Hayashi , Bo Pang ∗, Congying Xia , Chen Xing Jesse Vig, Semih Yavuz, Philippe Laban, Ben Krause, Senthil Purushwalkam, Tong Niu Wojciech Kry´sci nski, Lidiya Murakhovs’ka, Prafulla Kumar Choubey, Alex Fabbri´IntelliJ plugin for StarCoder AI code completion via Hugging Face API. 5. May I ask if there are plans to provide 8-bit or. Catch me if you can! How to beat GPT-4 with a 13B model. News. Project Starcoder. Code Modification: They can make modifications to code via instructions. 5B parameter models trained on 80+ programming languages from The Stack (v1. By filtering out low quality data and duplicates, we were able to remove 49. StarCoder: 最先进的代码大模型 关于 BigCode . Poro is a 34B parameter decoder-only transformer pretrained on Finnish, English and code. For pure code. CodeGen2. Data Portraits. Rethinking Benchmark and Contamination for Language Models with Rephrased Samples Figure 1: A failure case of existing contamination detection methods (n-gram overlap, embedding similarity) on MMLURethinking Benchmark and Contamination for Language Models with Rephrased Samples Figure 1: A failure case of existing contamination detection methods (n-gram overlap, embedding similarity) on MMLUTinyLlama-1. 52%. Starcoder is a brand new large language model which has been released for code generation. — May 4, 2023 — ServiceNow (NYSE: NOW), 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. 0 model achieves the 57. SafeCoder is not a model, but a complete end-to-end commercial solution. 📣 Please refer to our Twitter account. 4. Trying the following snippet, I get different problems on Linux and Windows. Please note that these GGMLs are not compatible with llama. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. StarCoder models can be used for supervised and unsupervised tasks, such as classification, augmentation, cleaning, clustering, anomaly detection, and so forth. Write, run, and debug code on iPad, anywhere, anytime. The result is a model we call StarChat, which can follow coding. txt. 2. 0 — 232. SQLCoder has been fine-tuned on hand-crafted SQL queries in increasing orders of difficulty. 2 Github: TinyLlama Description This repo contains llama2. Tutorials. Stablecode Completion Alpha 3B 4K - GGML Model creator: StabilityAI Original model: Stablecode Completion Alpha 3B 4K Description This repo contains GPT-NeoX GGML format model files for StabilityAI's Stablecode Completion Alpha 3B 4K. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. The star coder is a cutting-edge large language model designed specifically for code. You signed in with another tab or window. To Regulate Or Not To Regulate AI in EU With the European #AI Act felt that finally, something is moving with a different speed in The EU Legislative block. Building upon CodeGen2, the model is trained on StarCoderData for 1. Further, we recruit our specific infill format [2] in the objective function, which may serve as a form of data. At its core, SQLCoder is designed to bridge the often daunting gap between. 5B parameter Language Model trained on English and 80+ programming languages. 05/08/2023. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". This model is mainly used to find code defect and duplicated chunks using the code embeddings. This branch is ready to get merged automatically. TL;DR. 1B Chat v0. Figure 1. Step by step installation with conda. 4T tokens, reaching more than 4 epochs. 与LLaMA类似，我们为1万亿个代币训练了一个~15B的参数模型。. InCoder, SantaCoder, and StarCoder: Findings from Training Code LLMs Daniel Fried, with many others from Meta AI and the BigCode projectHow LLMs can be prompted to act like conversational agents. I worked with GPT4 to get it to run a local model, but I am not sure if it hallucinated all of that. Entire portions of the method are included, and the overlap break (gray to blue) happens at the fix location. Add new constraints and requirements to the original problem, adding approximately 10 additional words. 5 is a family of autoregressive language models for program synthesis. vscode","path":". Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. Phind-CodeLlama-34B-v1 is an impressive open-source coding language model that builds upon the foundation of CodeLlama-34B. All this is a rough estimate by factoring in purely the E2E Cloud GPU rental costs. Usage Get started generating text with StableLM-3B-4E1T by using the following code snippet:. . On the command line, including multiple files at once. 8 installed. py","path":"finetune/finetune. , 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. Saved searches Use saved searches to filter your results more quicklySaved searches Use saved searches to filter your results more quicklySlimPajama was created by cleaning and deduplicating the 1. Defog. Starcoder is a brand new large language model which has been released for code generation. 「 StarCoder 」と「 StarCoderBase 」は、80以上のプログラミング言語、Gitコミット、GitHub issue、Jupyter notebookなど、GitHubから許可されたデータで学習したコードのためのLLM (Code LLM) です。. . TL;DR: we are releasing our public preview of OpenLLaMA, a permissively licensed open source reproduction of Meta AI’s LLaMA. StableLM-3B-4E1T Model Description StableLM-3B-4E1T is a 3 billion parameter decoder-only language model pre-trained on 1 trillion tokens of diverse English and code datasets for 4 epochs. 2. The HumanEval accuracy is 14. Our experiment can be reproduced using our notebook. StarCoderData: StarCoder 的预训练数据集。 Tech Assistant Prompt: 使用该提示，你可以将 StarCoder 变成技术助理。 Governance Card: 有关模型治理的卡片。 StarCoder License Agreement: 该模型基于 BigCode OpenRAIL-M v1 许可协议。 StarCoder Search: 对预训练数据集中的代码进行全文搜索。{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". Our total training time was 576 hours. dataset = load_dataset ( "text", data_files="data. StableCode-Completion-Alpha-3B Model Description StableCode-Completion-Alpha-3B is a 3 billion parameter decoder-only code completion model pre-trained on diverse set of programming languages that were the top used languages based on the 2023 stackoverflow developer survey. amazonaws. py to set the decoding model, path of input file and path of output file. 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. Collaborative development enables easy team collaboration in real-time. Both projects are academic and industry collaborations. , 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. comOpen-source model StarCoder generates code in 86 programming languages. StarCoder is an LLM designed solely for programming languages with the aim of assisting programmers in writing quality and efficient code within reduced time frames. No branches or pull requests. By adopting intuitive JSON for all I/O, and using reconstruction loss as the objective, it allows researchers from other. 00 MiB (GPU 0; 23. StarCoder的context长度是8192个tokens。. yaml --deepspeed=deepspeed_z3_config_bf16. xml. The default download path of ``stellargraph-datasets`` within the user's home directory can be changed by setting the ``STELLARGRAPH_DATASETS_PATH`` environment variable, and each dataset will be downloaded to a subdirectory within this path. PyCharm Professional — 2021. ugh, so I tried it again on StarCoder, and it worked well. oder This line imports the requests module, which is a popular Python library for making HTTP requests. Connect and share knowledge within a single location that is structured and easy to search. BigCode is a Hugging Face and ServiceNow-led open scientific cooperation focusing on creating huge programming language models ethically. When fine-tuned on an individual database schema, it matches or outperforms GPT-4 performance. It can be prompted to reach 40% pass@1 on HumanEval and act as a Tech Assistant. Tokenize data . py script, first create a Python virtual environment using e. A comprehensive research article on StarCoder technology that helps you understand its core features, benefits, and challenges. cpp, text-generation-webui or llama-cpp. Vipitis mentioned this issue May 7, 2023. The Stack serves as a pre-training dataset for. 他们对用于代码的 语言模型 进行了全景式的总结，覆盖了 50 多个模型、30 多个下游任务和 500 多个相关研究成果。. txt. Special thanks to my…The TinyLlama project aims to pretrain a 1. Catch me if you can! How to beat GPT-4 with a 13B model. First, write some test code that handles any exception by logging the qualified name of the exception type. The pair unveiled StarCoder LLM, a 15 billion-parameter model designed to responsibly generate code for the open-scientific AI research community. . It can process larger input than any other free. The StarCoder Model is a cutting-edge large language model designed specifically for code-related tasks. 0. Please note that these GGMLs are not compatible with llama. Enter a query to check if parts of your code appear in the portion of the stack used to train StarCoder. 可以实现一个方法或者补全一行代码。. {"payload":{"allShortcutsEnabled":false,"fileTree":{"finetune":{"items":[{"name":"finetune. Check out our blog post for more details. 5B with less than half the size. Model Details The base StarCoder models are 15. Step 3: Concatenating dependent files to form a single example and employ repo-level minhash for. . The temperature is a value between 0 and 1 that indicates how creative we want OpenAI to be in its responses. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query. It’s a continuation of my previous 2 blogs: Data Wizardry – Unleashing Live Insights with OpenAI, LangChain & SAP HANA. The model uses Multi Query Attention, a context. 2) and a Wikipedia dataset. append(next (iterator)["content"]) If "content" is the name of the column that has the code you want to train on in your dataset. StarCoder is part of the BigCode Project, a joint effort of ServiceNow and Hugging Face. Our model weights can serve as the drop in replacement of LLaMA in existing implementations. Gonzalez, Ion Stoica, Nov 14, 2023Overview: Generative AI (Gen AI) is a rapidly evolving field with the potential to revolutionize the way we interact with enterprise data. Projects. 2) (1x) A Wikipedia dataset that has been upsampled 5 times (5x) It's a 15. 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. It assumes a typed Entity-relationship model specified in human-readable JSON conventions. 与LLaMA类似，我们为1万亿个代币训练了一个~15B的参数模型。. (traps: tabby[382782] trap invalid opcode ip:55b5f1164829 sp:7ffd27c1fb20 error:0 in tabby[55b5f0133000+1067000]) The executable is no l. from publication: VSCuda: LLM based CUDA extension for. 2), with opt-out requests excluded. StarCoder大模型详细介绍. The BigCode OpenRAIL-M license agreement is designed to promote responsible downstream use and sharing of the model by including a set of use restrictions for which the model cannot be used. " GitHub is where people build software. Step 1: concatenate your code into a single file. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 4T tokens, achieving competitive results compared to StarCoderBase-15. Amazon Lex allows you to create conversational interfaces in any application by using voice and text. They called it CuBERT, short for Code Understanding BERT. codegen2. This memorization issue is the reason. 2), with opt-out requests excluded. Usage The model is intended to do single/multiline code completion from a long. However, there is still a need for improvement in code translation functionality with efficient training techniques. Introduction BigCode. Step 1: concatenate your code into a single file. These techniques enhance code understanding, generation & completion, enabling developers to tackle complex coding tasks more effectively. Technical Assistance: By prompting the models with a series of dialogues, they can function as a technical assistant. data file. Use Intended use The model was trained on GitHub code, to assist with some tasks like Assisted Generation. StarCoder是基于GitHub数据训练的一个代码补全大模型。. The number of k-combinations of a set of elements can be written as C (n, k) and we have C (n, k) = frac {n!} { (n-k)!k!} whenever k <= n. Development. The StarCoderBase models are 15. vscode","path":". StarCoder简介. Extension for Visual Studio Code - Extension for using alternative GitHub Copilot (StarCoder API) in VSCodeI'm trying to train bigcode/tiny_starcoder_py model on a Java dataset (huggingface:code_search_net/java). First, let’s introduce BigCode! BigCode is an open science collaboration project co-led by Hugging Face and ServiceNow, with the goal of jointly code large language models (LLMs) that can be applied to “programming. The companies claim. StarPII Model description This is an NER model trained to detect Personal Identifiable Information (PII) in code datasets. - Proprietary large language models lack transparency, prompting the need for an open source alternative. Some Observations. The StarCoder Model is a cutting-edge large language model designed specifically for code-related tasks. 1B Llama model on 3 trillion tokens. The. </p> <p dir="auto">We found that StarCoderBase outperforms. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. txt" ]) Windows just seems to get stuck. SQLCoder is a 15B parameter model that outperforms gpt-3. SANTA CLARA, Calif. 2), with opt-out requests excluded. Danish has 3 jobs listed on their profile. StarCoder: StarCoderBase further trained on Python. 0 trained with 78k evolved code instructions. 2. The new code generator, built in partnership with ServiceNow Research, offers an alternative to GitHub Copilot, an early example of Microsoft’s strategy to enhance as much of its portfolio with generative AI as possible. The StarCoder LLM is a 15 billion parameter model that has been trained on source code that was permissively. StarCoderPlus is a fine-tuned version of StarCoderBase on a mix of: The English web dataset RefinedWeb (1x) StarCoderData dataset from The Stack (v1. StarCoder using this comparison chart. The team then further trained StarCoderBase for 34 billion tokens on the Python subset of the dataset to create a second LLM called StarCoder. Over the past year, I have hosted meetups in…This is a code LM finetuned(or so-called continue pretrianed) from the 500B TinyLlama checkpoint with another 7B Python data from the starcoderdata. We’re back with part 2 of our understanding LLMs series. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-By: @Shane O'Neal . The team says it has only used permissible data. 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. and Hugging Face Inc. vscode. This means TinyLlama can be plugged and. vscode","path":". Recently, Meta released Llama 2, an open-access model with a license that allows commercial use. When optimized for a specific database schema, it performs better than gpt-4. Please checkout the Model Weights, and Paper. It emphasizes open data, model weights availability, opt-out tools, and reproducibility to address issues seen in closed models, ensuring transparency and ethical usage. 6的字节数，将1. Catch me if you can! How to beat GPT-4 with a 13B model. Claim StarCoder and update features and information. When fine-tuned on a given schema, it also outperforms gpt-4. Prompt template: TinyLlama chatWe adopted exactly the same architecture and tokenizer as Llama 2. StarCoder was the result of. , n-gram overlap) to remove benchmark data, we show that these methods are insufficient, and. ⚠️This is an Experimental Project and might not run in all the browsers. Code Large Language Models (Code LLMs), such as StarCoder, have demonstrated exceptional performance in code-related tasks. Converts all keys in a checkpoint from from_index format to the other format. vscode. by: Shuo Yang*, Wei-Lin Chiang*, Lianmin Zheng*, Joseph E. They derive a contextual embedding by training a BERT model on source code. The pair unveiled StarCoder LLM, a 15 billion-parameter model designed to responsibly generate code for the open-scientific AI research community. As discussed in the previous tutorial, auto_wrap_policy is one of the FSDP features that make it easy to automatically shard a given model and put the model, optimizer and gradient shards into distinct FSDP units. Picture by Writer The StarCoder is a cutting-edge massive language mannequin designed particularly for code. StarCoderData: Pretraining dataset of StarCoder. StarCoderData: Pretraining dataset of StarCoder. GitHub Copilot RIP? 🕊🪦 Introducing StarCoder🌟 All you need to Know (+Demo+Extension+Model+Data)⤵️⤵️⤵️. The model is capable of generating code snippets provided some context, but the generated code is not guaranteed to work as intended and may contain bugs or exploits. . The company, which is based on research conducted at the. 6TB multilingual dataset curated from text sourced in 59 languages. 5 vs 2, the old 3. It is not just one model, but rather a collection of models, making it an interesting project worth introducing.