Governance Card: A card outlining the governance of the model. 6的字节数，将1. 5B parameter models trained on 80+ programming languages from The Stack (v1. Training should take around 45 minutes: torchrun --nproc_per_node=8 train. StarCoderData: Pretraining dataset of StarCoder. The BigCode Project aims to foster open development and responsible practices in building large language models for code. News. 2/ 🙈 Introduction StarCoder and StarCoderBase are Large Language Models for Code trained on GitHub data. github","contentType":"directory"},{"name":". Describe the bug I haven't used it for some time and decided to update the image and give it a shot. 3 pass@1 on the HumanEval Benchmarks, which is 22. SANTA CLARA, Calif. WizardCoder: Empowering Code Large Language Models with Evol-Instruct Ziyang Luo2 ∗Can Xu 1Pu Zhao1 Qingfeng Sun Xiubo Geng Wenxiang Hu 1Chongyang Tao Jing Ma2 Qingwei Lin Daxin Jiang1† 1Microsoft 2Hong Kong Baptist University {caxu,puzhao,qins,xigeng,wenxh,chongyang. Both are also focused on radically more powerful tools for our creators–artists and programmers. You can specify base_model, input_data_path and output_data_path in srcinference_wizardcoder. Note: The above table conducts a comprehensive comparison of our WizardCoder with other models on the HumanEval and MBPP benchmarks. Led by ServiceNow Research and Hugging Face, the open. Generation Dataset description. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. We adopted exactly the same architecture and tokenizer as Llama 2. Step 3: Concatenating dependent files to form a single example and employ repo-level minhash for. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". - OpenAI and other AI startups have limited access to their LLMs, hindering research on… CodeGen2. StarCoder: StarCoderBase further trained on Python. github","contentType":"directory"},{"name":". SafeCoder is not a model, but a complete end-to-end commercial solution. One key feature, StarCode supports 8000 tokens. StarCoder is part of the BigCode Project, a joint. 66%. We are releasing a series of 3B, 7B and 13B models trained on different data mixtures. I am attempting to finetune the model using the command provided in the README. Phind-CodeLlama-34B-v1 is an impressive open-source coding language model that builds upon the foundation of CodeLlama-34B. I recently started an AI-focused educational newsletter, that already has over 150,000 subscribers. 2 vs. When fine-tuned on a given schema, it also outperforms gpt-4. To run the train. Defog SQLCoder Defog's SQLCoder is a state-of-the-art LLM for converting natural language questions to SQL queries. # Stablecode Completion Alpha 3B 4K - GGML - Model creator: [StabilityAI](- Original model: [Stablecode Completion Alpha 3B 4K. ai has released SQLCoder, a cutting-edge model for translating inquiries in natural language into database queries. We perform the most comprehensive evaluation of Code LLMs to date and show that StarCoderBase outperforms. I already showed them to work with dynamic shapes (using a lot of graphs), and they add a big speedup for. PandasAI is now faster than ever. 0 trained with 78k evolved code instructions. Governance Card: A card outlining the governance of the model. Enter a query to check if parts of your code appear in the portion of the stack used to train StarCoder. comOpen-source model StarCoder generates code in 86 programming languages. tao,qlin,djiang}@microsoft. by: Shuo Yang*, Wei-Lin Chiang*, Lianmin Zheng*, Joseph E. 我们针对35B Python令牌对StarCoderBase模型. 1B Chat v0. As Figure 1 shows, an epoch constitutes about 300B tokens, while the. 2. - OpenAI and other AI startups have limited access to their LLMs, hindering research on…We trained the model on StarCoderData, a programming language dataset developed by BigCode [10]. The code is as follows. github","contentType":"directory"},{"name":". This means TinyLlama can be plugged and. SQLCoder is a 15B parameter LLM, and a fine-tuned implementation of StarCoder. 💫 StarCoder is a language model (LM) trained on source code and natural language text. Model Summary. This gives a total final cost of $1. dataset_loader import DatasetLoader from . 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). Upload images, audio, and videos by dragging in the text input, pasting, or clicking here. Ever since it has been released, it has gotten a lot of hype and a. You signed in with another tab or window. We’re on a journey to advance and democratize artificial intelligence through open source and open science. 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. Reload to refresh your session. . Governance Card: A card outlining the governance of the model. The Stack serves as a pre-training dataset for. StarCoderData: Pretraining dataset of StarCoder. With the recent focus on Large Language Models (LLMs), both StarCoder (Li et al. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. With an impressive 15. StarCoderBase is trained on 1 trillion tokens sourced from The Stack, a large collection of permissively licensed GitHub repositories with inspection tools and an opt. 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. 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. Another landmark moment for local models and one that deserves the attention. 2 — 2023. InternLM/InternLM (☆3. 可以支持starcoder-15b架构的微调吗（包括sqlcoder）. 1 day ago · I'm trying to train bigcode/tiny_starcoder_py model on a Java dataset (huggingface:code_search_net/java). Unlike traditional AI models,. We fine-tuned bigcode-encoder on a PII dataset we annotated, available with gated access at bigcode-pii-dataset (see bigcode-pii-dataset-training for the exact data splits). Here you can find: Interactive blog: where we compare different code models and explain how they are trained and evaluated Code. 4T tokens, reaching more than 4 epochs. 5B parameter models trained on 80+ programming languages from The Stack (v1. StarEncoder: Encoder model trained on TheStack. — 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. Governance Card: A card outlining the governance of the model. We adopted exactly the same architecture and tokenizer as Llama 2. vscode","path":". py to set the decoding model, path of input file and path of. We trained the model on StarCoderData, a programming language dataset developed by BigCode [10]. We added a linear layer as a token classification head. 0 — 232. The model's size is such that it. # 11 opened 7 months ago by. 67. 🔥 The following figure shows that our WizardCoder-Python-34B-V1. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. Pretraining Steps: StarCoder underwent 600K pretraining steps to acquire its vast code generation capabilities. 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":". github","contentType":"directory"},{"name":". . No matter what command I used, it still tried to download it. SQLCoder is fine-tuned on a base StarCoder model. github","contentType":"directory"},{"name":". """ from . github","path":". TinyStarCoderPy This is a 164M parameters model with the same architecture as StarCoder (8k context length, MQA & FIM). It assumes a typed Entity-relationship model specified in human-readable JSON conventions. Building upon CodeGen2, the model is trained on StarCoderData for 1. The training has started on 2023-09-01. StarCoderData: Pretraining dataset of StarCoder. About BigCode BigCode is an starting up scientific collaboration led collectively by Hugging Face and ServiceNow that works on the responsible style of huge language objects for code. 2T token RedPajama dataset from Together. The training has started on 2023-09-01. This means TinyLlama can be plugged and played in many open-source projects built upon Llama. Accelerate Large Model Training using DeepSpeed . Use the provided scripts to tokenize the datasets and divide them into chunks. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. txt. Governance Card: A card outlining the governance of the model. In the Model dropdown, choose the model you just downloaded: WizardCoder-15B-1. SANTA CLARA, Calif. Governance Card: A card outlining the governance of the model. With it, you can run SQL queries on 50,000+ datasets! So no more searching for data! You can find many of the datasets used to train popular large LLMs like Falcon, Dolly, and StarCoder. By adopting intuitive JSON for all I/O, and using reconstruction loss as the objective, it allows researchers from other. It has the innate ability to sniff out errors, redundancies, and inefficiencies. The training has started on 2023-09-01. Through improved productivity and adaptability, this technology has the potential to revolutionize existing software development practices leading to faster development cycles and reduced debugging efforts to improve code quality and a more collaborative coding environment. With an impressive 15. Dataset description. 📣 Please refer to our Twitter account. 108. The model uses Multi. 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. Finally, install bitsandbytes and wandb. vitalyshalumov commented on Jul 10, 2022. StarCoder is essentially a generator that combines autoencoder and graph-convolutional mechanisms with the open set of neural architectures to build end-to-end models of entity-relationship schemas. StarCoder: 最先进的代码大模型 关于 BigCode . Log in or Sign Up to review the conditions and access this model content. github","path":". OpenAI’s Chat Markup Language (or ChatML for short), which provides a structuredStarChat is a series of language models that are trained to act as helpful coding assistants. 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. Overall. It is not just one model, but rather a collection of models, making it an interesting project worth introducing. Model Summary. Join. 2), with opt-out requests excluded. Tried to allocate 144. 5 (73. Please note that these GGMLs are not compatible with llama. In the top left, click the refresh icon next to Model. It’s imbued with intricate algorithms that scrutinize every line of code. 2), with opt-out requests excluded. Automatic code generation using Starcoder. SlimPajama数据产生的过程如下，首先从RedPajama中去除短的、低质量的文档。. Getting started . Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. A comprehensive research article on StarCoder technology that helps you understand its core features, benefits, and challenges. Introduction BigCode. g. StarCoder+: StarCoderBase further trained on English web data. 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。You need to agree to share your contact information to access this model. Step 1: concatenate your code into a single file. xml. 0 model achieves the 57. 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. StarCoderData：StarCoder的预训练数据集。 技术助手提示：使用此提示将StarCoder转换为技术助手。 治理卡：概述模型的治理情况。 StarCoder许可协议：该模型根据BigCode OpenRAIL-M v1许可协议授权。 StarCoder搜索：在预训练数据集中进行全文搜索。Assistant: Yes, of course. Further, we recruit our specific infill format [2] in the objective function, which may serve as a form of data. Led by ServiceNow Research and. 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. Need your advice. to join this conversation on GitHub . try: code_that_raises () except Exception as e: print (type (e), type (e). 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. Claim StarCoder and update features and information. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". The assistant is happy to help with code questions, and will do its best to understand exactly what is needed. The list of supported products was determined by dependencies defined in the plugin. Already have an account? Describe the bug load_dataset ('oscar-2201', 'af') raises an error: Traceback (most recent call last): File "/usr/lib/python3. Reload to refresh your session. The model uses Multi Query Attention, a context. StarPII Model description This is an NER model trained to detect Personal Identifiable Information (PII) in code datasets. 🔥 Our WizardCoder-15B-v1. 1k followers. The landscape for generative AI for code generation got a bit more crowded today with the launch of the new StarCoder large language model (LLM). TinyLlama-1. 5B parameter Language Model trained on English and 80+ programming languages. I was thankful to have our research selected for the third time at the AI for Science (AI4S) workshop held at #SC23 in Denver last week. 0), ChatGPT-3. My work published without my name. Please checkout the Model Weights, and Paper. 他们对代码 语言模型 进行了分类，从在一般域上训练的巨型模型到专门针对代码. Training Infrastructure. Phind-CodeLlama-34B-v1. The model will start downloading. </p> <p dir="auto">We found that StarCoderBase outperforms. py", line 90, in runcode exec (code, self. StarCoder, a new open-access large language model (LLM) for code generation from ServiceNow and Hugging Face, is now available for Visual Studio Code, positioned as an alternative to GitHub Copilot. Use long strings for best results. __init__ [source] # convert_helper (input_checkpoint, configs: Tuple [dict, dict], from_index: int, output_checkpoint = {}, drop_unmatched_keys: bool = False, no_progress_bar: bool = True, debug: bool = False) #. yaml file specifies all the parameters associated with the dataset, model, and training - you can configure it here to adapt the training to a new dataset. load("rouge") Couldn't find a module script at. 2，这是一个收集自GitHub的包含很多代码的数据集。. Add new constraints and requirements to the original problem, adding approximately 10 additional words. Model Summary. For more details, see here. Preprint STARCODER: MAY THE SOURCE BE WITH YOU! Raymond Li2 Loubna Ben Allal 1Yangtian Zi4 Niklas Muennighoff Denis Kocetkov2 Chenghao Mou5 Marc Marone8 Christopher Akiki9;10 Jia Li5 Jenny Chim11 Qian Liu13 Evgenii Zheltonozhskii14 Terry Yue Zhuo15;16 Thomas Wang1 Olivier Dehaene 1Mishig Davaadorj Joel Lamy-Poirier 2Joao. Slimpajama & Starcoderdata : Data Preprocessing : Excluded GitHub subset of Slimpajama; Sampled all code from Starcoderdata : Combined Dataset Size : Around 950B tokens : Total Tokens During Training : 3 trillion (slightly more than 3 epochs/1430k steps) : Natural Language to Code Ratio : 7:3 . 1st time in Star Coder:" can you a Rust function that will add two integers and return the result, and another function that will subtract two integers and return the result?The StarCoder models are 15. 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. 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。. py","contentType":"file"},{"name":"merge_peft. 🔥 [08/11/2023] We release WizardMath Models. Usage The model is intended to do single/multiline code completion from a long context window upto 4k. Paper: 💫StarCoder: May the source be with you!The BigCode project is an open-scientific collaboration working on the responsible development of large language models for code. ```bash pip install --index-url. 1B. Unlike traditional coding education, StarCoder's LLM program incorporates cutting-edge techniques such as multi-query attention & a large context window of 8192 tokens. The StarCoderBase models are 15. append(next (iterator)["content"]) If "content" is the name of the column that has the code you want to train on in your dataset. The biggest change is Pipelines. 5. On the command line, including multiple files at once. The benchmark captures how well a model can generate functionally correct programs or snippets of code. We found that removing the in-built alignment of the OpenAssistant dataset. Note that you can install the latest stable version of transformers by using. StarCoder does, too. 与LLaMA类似，我们为1万亿个代币训练了一个~15B的参数模型。. This portrait is a sketch on The Stack. Step by step installation with conda Large language models are increasingly trained on all the data ever produced by humans. StarCoderData: Pretraining dataset of StarCoder. 5亿、20亿、60亿和160亿。. CuBERT, 345M (Aug 2020) is an open-sourced code understanding BERT model. 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. 5) and Claude2 (73. 2) (1x). It contains 783GB of code in 86 programming languages, and includes 54GB GitHub Issues + 13GB Jupyter notebooks in scripts and text-code pairs, and 32GB of GitHub commits, which is approximately 250 Billion tokens. Starcode is a DNA sequence clustering software. Improve this answer. We worked on optimizing it for speed and it's now about 2x cheaper (the prompt is 2x smaller) and at least 2x faster, depending on the query. StarCoder using this comparison chart. We would like to show you a description here but the site won’t allow us. The SlimPajama dataset eats 893GB diskspace and the starcoderdata takes 290GB. Starcode that you can use on robloks to support sebeeHow to use. Replace a commonly used requirement in the programming task with a less Open-source model StarCoder generates code in 86 programming languages. In this repo, we present a permissively licensed open source reproduction of Meta AI's LLaMA large language model. Catch me if you can! How to beat GPT-4 with a 13B model. 5-mono is indeed very good at python for a 7B model but the codegen2-1B does incredibly well for 1/7th the size. 5 vs 2, the old 3. Pretraining Tokens: During pretraining, StarCoder processed a staggering 236 billion tokens, allowing it to. ServiceNow Inc. This means TinyLlama can be plugged and. It exhibits exceptional performance, achieving a remarkable 67. ; 🔥 Our WizardMath-70B. Paper: 💫StarCoder: May the source be with you! Point of Contact: contact@bigcode-project. While most data decontamination efforts apply string matching (e. 模型训练的数据来自Stack v1. 5B with less than half the size. {"payload":{"allShortcutsEnabled":false,"fileTree":{"finetune":{"items":[{"name":"finetune. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. 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. 0. 5B parameter models with 8K context length, infilling capabilities and fast large-batch inference enabled by multi-query. StarCoderData: Pretraining dataset of StarCoder. TL;DR. The HumanEval accuracy is 14. Projects. 5B with less than half the size. StarCoder: 最先进的代码大模型 关于 BigCode . txt" ) # or dataset = load_dataset ( "text", data_files= [ "data. When optimized for a specific database schema, it performs better than gpt-4. 2), with opt-out requests excluded. 4. Ever since it has been released, it has gotten a lot of hype and a. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. This repository is publicly accessible, but you have to accept the conditions to access its files and content. I need to know how to use <filename>, <fim_*> and other special tokens listed in tokenizer special_tokens_map when preparing the dataset. py","path":"finetune/finetune. 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. With its comprehensive language coverage, it offers valuable support to developers working across different language ecosystems. ROOTS is a 1. The pair unveiled StarCoder LLM, a 15 billion-parameter model designed to responsibly generate code for the open-scientific AI research community. 8. , 2023) have demonstrated remarkable performance in code generation. Those answers are scored and ranked based on their quality. json. SlimPajama数据产生的过程如下，首先从RedPajama中去除短的、低质量的文档。. Pipelines leverage LLMs and are at the core of. 💫 StarCoder is a language model (LM) trained on source code and natural language text. While the finetuning data is exclusively Python, the model retains its ability in many other languages such as C or Java. Conversion will fail if at least one of the keys did not match on any. We fine-tuned StarCoderBase on 35B Python tokens, resulting in the creation of StarCoder. 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. View Danish Adeel’s profile on LinkedIn, the world’s largest professional community. The TinyLlama project aims to pretrain a 1. In particular CodeParrot is a GPT-2 model trained to generate Python code. mojo format model files for PY007's TinyLlama 1. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". github","path":". There are also internal chatbots to be used to train new people joining the company and several other use cases. . In the top left, click the refresh icon next to Model. 5B parameters and an extended context length. TheSequence is a no-BS (meaning no hype, no news etc) ML-oriented newsletter that takes 5 minutes to read. ServiceNow Inc. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"chat","path":"chat","contentType":"directory"},{"name":"finetune","path":"finetune. Today, we’re sharing insights and results from two of our generative AI research projects. BigCode is a Hugging Face and ServiceNow-led open scientific cooperation focusing on creating huge programming language models ethically. BigCode 是由 Hugging Face 和 ServiceNow 共同领导的开放式科学合作项目. The StarCoder LLM is a 15 billion parameter model that has been trained on source code that was permissively licensed and. The model uses Multi Query. . Code. Transformer Wrapping Policy¶. Starcoder uses Gradle for building. yaml --deepspeed=deepspeed_z3_config_bf16. 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. I appear to be stuck. BigCode was originally announced in September 2022 as an effort to build out an open community around code generation tools for AI. , 2023) have demonstrated remarkable performance in code generation. . github","contentType":"directory"},{"name":". 5B parameter model trained on 80+ programming languages from The Stack (v1. 5-turbo for natural language to SQL generation tasks on our sql-eval framework, and significantly outperforms all popular open-source models. SANTA CLARA, Calif. vscode. --- license: bigscience-openrail-m metrics: - code_eval library_name: transformers tags: - code model-index: - name: WizardCoder results: - task: type: text-generation dataset: type: openai_humaneval name: HumanEval metrics: - name: pass@1 type: pass@1 value: 0. By filtering out low quality data and duplicates, we were able to remove 49. Conda: Comparing WizardCoder-Python-34B-V1. With a formidableThis manual is divided into twenty chapters. This memorization issue is the reason. Data Portraits. 2. TinyStarCoderPy. 2. StarCoder是基于GitHub数据训练的一个代码补全大模型。. gradle/curiostack/gnuradio with Starcoder installed. github","path":". With some proper optimization, we can achieve this within a span of "just" 90 days using 16 A100-40G GPUs 🚀🚀. It can process larger input than any other free. Recently, Meta released Llama 2, an open-access model with a license that allows commercial use. Catch me if you can! How to beat GPT-4 with a 13B model. Currently I am making a living by helping companies built chatbots fine tuned on their custom data. Once pretraining has completed we intend to release additional instruction-tuned and chat-tuned varieties. vscode","path":". 需要注意的是，这个模型不是一个指令. Defog. In marketing speak: “your own on-prem GitHub copilot”. Danish has 3 jobs listed on their profile. 3 pass@1 on the HumanEval Benchmarks, which is 22. from publication: VSCuda: LLM based CUDA extension for. With some proper optimization, we can achieve this within a span of "just" 90 days using 16 A100-40G GPUs 🚀🚀. c/llama2. 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. Building upon CodeGen2, the model is trained on StarCoderData for 1. 0-GPTQ. TL;DR SQLCoder is a 15B parameter model that slightly outperforms gpt-3. This user manual of StarCode is for version 1. Step 1: concatenate your code into a single file. Then take the type out of the log and use that in your real code. In the Model dropdown, choose the model you just downloaded: TinyLlama-1. We fine-tuned StarCoder on two high-quality datasets that have been created by the community: OpenAssistant’s dataset of 40k+ conversations, spanning a diverse range of topics from philosophy to poetry. StarCoder combines graph-convolutional networks, autoencoders, and an open set of. 5. 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. 7B model is within a hair of the new 7B - more investigation needed here.