Step by step installation with conda Large language models are increasingly trained on all the data ever produced by humans. Phind-CodeLlama-34B-v1 is an impressive open-source coding language model that builds upon the foundation of CodeLlama-34B. A rough estimate of the final cost for just training StarCoderBase would be $999K. 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. Pretraining Steps: StarCoder underwent 600K pretraining steps to acquire its vast code generation capabilities. Led by ServiceNow Research and. Hi I am trying to upload our model using the CLI command. This means TinyLlama can be plugged and. Javascript performance seems to have regressed in 2. The companies claim. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. js" and appending to output. Codeium currently provides AI-generated autocomplete in more than 20 programming languages (including Python and JS, Java, TS, Java and Go) and integrates directly to the developer's IDE (VSCode, JetBrains or Jupyter notebooks. Join to view full profile. 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. Starcoder team respects privacy and copyrights. Typically, a file containing a set of DNA sequences is passed as input, jointly with. The v2 model is better than the old v1 model trained on a different data mixture. With some proper optimization, we can achieve this within a span of "just" 90 days using 16 A100-40G GPUs 🚀🚀. The HumanEval accuracy is 14. StarCoderPlus is a fine-tuned version of StarCoderBase on a mix of: The English web dataset RefinedWeb (1x) StarCoderData dataset from The Stack (v1. vscode","path":". TinyStarCoderPy This is a 164M parameters model with the same architecture as StarCoder (8k context length, MQA & FIM). So it is totally expected that increasing batch_size (as it's per device, not total) will make your steps longer. and Hugging Face Inc. Pipelines leverage LLMs and are at the core of. 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 . Here, we showcase how we can fine-tune this LM on a specific downstream task. Pretraining Tokens: During pretraining, StarCoder processed a staggering 236 billion tokens, allowing it to. StarCoderData: Pretraining dataset of StarCoder. Q&A for work. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. Here the config. Starcode is a DNA sequence clustering software. py","path":"finetune/finetune. Please checkout the Model Weights, and Paper. News. Enter a query to check if parts of your code appear in the portion of the stack used to train StarCoder. This is fine, as the progress bar displays the number of steps — and in your code, there is a fixed value for the number of steps. Created to train the BigScience Large Open-science Open-access Multilingual (BLOOM) language model. We found that removing the in-built alignment of the OpenAssistant dataset. 3 points higher than the SOTA open-source Code LLMs. 2) (1x). 2 vs. 1B Llama model on 3 trillion tokens. What’s the difference between RoBERTa and StarCoder? Compare RoBERTa vs. We achieve this through transparency, external validation, and supporting academic institutions through collaboration and sponsorship. Governance Card: A card outlining the governance of the model. However, most existing models are solely pre-trained on extensive raw code data without instruction fine-tuning. Dataset Summary The Stack contains over 6TB of permissively-licensed source code files covering 358 programming languages. 模型训练的数据来自Stack v1. We’re back with part 2 of our understanding LLMs series. 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). StarPii: StarEncoder based PII detector. 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","path":". Converts all keys in a checkpoint from from_index format to the other format. Usage The model is intended to do single/multiline code completion. 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. Governance Card: A card outlining the governance of the model. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"chat","path":"chat","contentType":"directory"},{"name":"finetune","path":"finetune. Building upon CodeGen2, the model is trained on StarCoderData for 1. Feature request load_dataset currently does not accept jsonl as type but only json. 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. Governance Card: A card outlining the governance of the model. Databricks’ Dolly dataset of 15k instructions and human demonstrations. We provide PyTorch and JAX weights of pre-trained OpenLLaMA models, as well as evaluation results and comparison against the original LLaMA models. exceptions. com',. StarCoder is part of the BigCode Project, a joint effort of ServiceNow and Hugging Face. graph import StellarGraph,. The companies claim. Please note that these GGMLs are not compatible with llama. 可以实现一个方法或者补全一行代码。. Ever since it has been released, it has gotten a lot of hype and a. In the case of the BigCode OpenRAIL-M, the restrictions are mainly inspired by BigScience’s approach to the licensing of LLMs, and also include specific. This includes data from 80+ programming language, Git commits and issues, Jupyter Notebooks, and Git commits. BigCode 是由 Hugging Face 和 ServiceNow 共同领导的开放式科学合作项目. vscode. SafeCoder is not a model, but a complete end-to-end commercial solution. BigCode is a Hugging Face and ServiceNow-led open scientific cooperation focusing on creating huge programming language models ethically. 0 model achieves the 57. In this post we will look at how we can leverage the Accelerate library for training large models which enables users to leverage the ZeRO features of DeeSpeed. 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. Step by step installation with conda. SQLCoder is a 15B parameter model that outperforms gpt-3. Model Summary. This model is designed to facilitate fast large. With some proper optimization, we can achieve this within a span of "just" 90 days using 16 A100-40G GPUs 🚀🚀. Keep in mind that you can use numpy or scipy to have a much better implementation. vscode","path":". We would like to show you a description here but the site won’t allow us. 我们针对35B Python令牌对StarCoderBase模型. 5. Danish has 3 jobs listed on their profile. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". All this is a rough estimate by factoring in purely the E2E Cloud GPU rental costs. Figure 1. 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: . Technical Assistance: By prompting the models with a series of dialogues, they can function as a technical assistant. or Sign Up to review the conditions and access this model content. Coding assistants present an exceptional opportunity to elevate the coding agility of your development teams. — May 4, 2023 — ServiceNow (NYSE: NOW), the leading digital workflow company making the world work better for everyone, today. Below are a series of dialogues between various people and an AI technical assistant. Governance Card: A card outlining the governance of the model. Step 2: Parsing the dependencies of files within the same repository to rearrange the file positions based on their dependencies. Governance Card: A card outlining the governance of the model. 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. It emphasizes open data, model weights availability, opt-out tools, and reproducibility to address issues seen in closed models, ensuring transparency and ethical usage. StarCoderPlus is a fine-tuned version of StarCoderBase on 600B tokens from the English web dataset RedefinedWeb combined with StarCoderData from The Stack (v1. 🔥 Our WizardCoder-15B-v1. It is written in simple and easy to understand language. 31 Do check the TinyLlama github page for more information. We are releasing a series of 3B, 7B and 13B models trained on 1T tokens. The model will automatically load. It can process larger input than any other free. Then take the type out of the log and use that in your real code. They called it CuBERT, short for Code Understanding BERT. org. If you are used to the ChatGPT style of generating code, then you should try StarChat to generate. py script, first create a Python virtual environment using e. 1B Llama model on 3 trillion tokens. 2. This branch is ready to get merged automatically. In particular CodeParrot is a GPT-2 model trained to generate Python code. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. The StarCoder LLM is a 15 billion parameter model that has been trained on source code that was permissively. This memorization issue is the reason. 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. Code translations #3. AITEK-DEV Aug 8. 2. ; 🔥 Our WizardMath-70B. Getting started . 5. jsonl) as train_dataset. 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. Human: Thanks. It also tries to avoid giving false or misleading. However, there is still a need for improvement in code translation functionality with efficient training techniques. Its training data incorporates more that 80 different programming languages as well as text. It is written in Python and. github","path":". Click Download. Provide details and share your research! But avoid. 5. </p> <p dir=\"auto\">We found that StarCoderBase outperforms existing open Code LLMs on popular programming benchmarks and matches or surpasses closed models such as <code>code-cushman-001</code> from OpenAI (the original Codex model that po. 1B Llama model on 3 trillion tokens. TL;DR. 2023年5月3日，Saleforce开源第二代CodeGen：CodeGen2发布. The TinyLlama project aims to pretrain a 1. Usage Get started generating text with StableLM-3B-4E1T by using the following code snippet:. No description provided. Both models also aim to set a new standard in data governance. 5 is a family of autoregressive language models for program synthesis. 模型训练的数据来自Stack v1. import requests. . This function receives the message we want to send to the API, along with the temperature parameter, and returns the response content received from OpenAI. This means TinyLlama can be plugged and. Starcoder is a brand new large language model which has been released for code generation. Repository: bigcode/Megatron-LM. It assumes a typed Entity-relationship model specified in human-readable JSON conventions. Once it's finished it will say "Done". You can find our Github repo here, and our model. I appear to be stuck. ## Pretrain TinyLlama ### Installation We expect you have CUDA 11. github","path":". github","path":". It can be prompted to reach 40% pass@1 on HumanEval and act as a Tech Assistant. 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. 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. 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. It was trained on the Python data from. oder This line imports the requests module, which is a popular Python library for making HTTP requests. With a formidableThis manual is divided into twenty chapters. Milestone. 2), with opt-out requests excluded. With its comprehensive language coverage, it offers valuable support to developers working across different language ecosystems. Today, the WizardLM Team has released their Official WizardCoder-15B-V1. The SlimPajama dataset eats 893GB diskspace and the starcoderdata takes 290GB. Project Starcoder is a collection of free online resources for students to learn programming, from beginning to end. 🔥 Our WizardCoder-15B-v1. 5 is small, but might! Figure 1: HumanEval pass@1 with n=40 over billions of training tokens. Describe the bug I haven't used it for some time and decided to update the image and give it a shot. It is not just one model, but rather a collection of models, making it an interesting project worth introducing. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. 6TB multilingual dataset curated from text sourced in 59 languages. 2T token RedPajama dataset from Together. 上述12个模型全部在HuggingFace上开源。. 1B. StarCoderPlus is a fine-tuned version of StarCoderBase on a mix of: The English web dataset RefinedWeb (1x) StarCoderData dataset from The Stack (v1. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. StarCoderBase-1B is a 1B parameter model trained on 80+ programming languages from The Stack (v1. 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. 1B-Chat-v0. 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. Phind-CodeLlama-34B-v1. 🔥 We released WizardCoder-15B-v1. cpp, text-generation-webui or llama-cpp. StarCoderData: Pretraining dataset of StarCoder. The star coder is a cutting-edge large language model designed specifically for code. A screenshot of the data inclusion website of Star-Coder. TinyStarCoderPy. 1. We adopted exactly the same architecture and tokenizer as Llama 2. I've been successfully able to finetune Starcoder on my own code, but I haven't specially prepared. Once pretraining has completed we intend to release additional instruction-tuned and chat-tuned varieties. 199. The assistant is happy to help with code questions, and will do its best to understand exactly what is needed. 2), with opt-out requests excluded. 4. amazonaws. Asking for help, clarification, or responding to other answers. 2 bin Model creator: PY007 Original model: TinyLlama 1. For pure code completion, we advise using our 15B models StarCoder or StarCoderBase. We adopted exactly the same architecture and tokenizer as Llama 2. 0-GPTQ. 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. . 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. By the time this blog post is written, three of the largest causal language models with open-source licenses are MPT-30B by MosaicML, XGen by Salesforce and Falcon by TII UAE, available completely open on Hugging Face Hub. module "rouge" doesn't exist on the hugging face hub either Any suggestion?CodeGen2. In this repo, we present a permissively licensed open source reproduction of Meta AI's LLaMA large language model. But the default code did not work be. Code Explanation: The models can explain a code. Code Modification: They can make modifications to code via instructions. Teams. BigCode Project. 2，这是一个收集自GitHub的包含很多代码的数据集。. We provide PyTorch and JAX weights of pre-trained OpenLLaMA models, as well as evaluation results and comparison against the original LLaMA models. ai has released SQLCoder, a cutting-edge model for translating inquiries in natural language into database queries. 0. In this paper, we show that when we instead frame structured commonsense reasoning tasks as code generation. 5B parameter models trained on 80+ programming languages from The Stack (v1. Previous and future versions of the software are similar to this version, and hence this manual is also useful for old versions as well. github","contentType":"directory"},{"name":". StarCoder简介. We adopted exactly the same architecture and tokenizer as Llama 2. <a href="…BigCode BigCode is an open scientific collaboration working on responsible training of large language models for coding applications. While the finetuning data is exclusively Python, the model retains its ability in many other languages such as C or Java. . We create a function that calls the OpenAI API. Similar to LLaMA, we trained a ~15B parameter model for 1 trillion tokens. The training has started on 2023-09-01. But while. 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. The only dependency for building Starcoder is Java, all other components like Python, a build toolchain, and even GnuRadio will be. 2/ 🙈 Introduction StarCoder and StarCoderBase are Large Language Models for Code trained on GitHub data. Step 2: Modify the finetune examples to load in your dataset. Like CodeGen2, this model is capable of infilling, and supports multiple programming languages. Add new constraints and requirements to the original problem, adding approximately 10 additional words. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 2), with opt-out requests excluded. Saleforce的CodeGen/CodeGen2. 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. github","contentType":"directory"},{"name":". 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. 69 GiB. 2), with opt-out requests excluded. However, my computer need a proxy to connect S3 server (because of the GFW): requests. Thank you for creating the StarCoder model. 5B parameter Language Model trained on English and 80+ programming languages. StarCoder models can be used for supervised and unsupervised tasks, such as classification, augmentation, cleaning, clustering, anomaly detection, and so forth. vscode. github","path":". With an impressive 15. StarCoderData: Pretraining dataset of StarCoder. It is written in Python and. buffer. 5B with less than half the size. It is being trained on 1 trillion tokens (300 billion as of this release). 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. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". 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. Model Details The base StarCoder models are 15. 0 — 232. galfaroi closed this as completed May 6, 2023. . 3 pass@1 on the HumanEval Benchmarks, which is 22. /gradlew install. Tutorials. tao,qlin,djiang}@microsoft. First, write some test code that handles any exception by logging the qualified name of the exception type. 🔥 [08/11/2023] We release WizardMath Models. 21万亿的tokens降低到6270亿的tokens。. Most of those are support or Q&A chatbots to answer questions from clients at any hour and day. StarCoder GPTeacher-Codegen Fine-Tuned This model is bigcode/starcoder fine-tuned on the teknium1/GPTeacher codegen dataset (GPT-4 code instruction fine-tuning). StarCoder is an improved version of the StarCoderBase model trained on 35 billion Python tokens. py","contentType":"file"},{"name":"merge_peft. by: Shuo Yang*, Wei-Lin Chiang*, Lianmin Zheng*, Joseph E. Use long strings for best results. We believe SlimPajama offers the highest quality and most compute efficient data to train on for runs. ServiceNow Inc. Led. For more details, see here. , 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. __qualname__, whatever_else_looks_useful (e)) Share. json. , 2023) and Code Llama (Rozière et al. Even with a tiny dataset of 10 lines, it has been stuck for 15 minutes already at this message:starcoder. StarCoderBase: Trained on 80+ languages from The Stack. 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. One epoch constitutes about 300B tokens, such that the model was trained for more than 4 epochs. Poro is a 34B parameter decoder-only transformer pretrained on Finnish, English and code. vscode. 🔥 We released WizardCoder-15B-v1. StarEncoder: Encoder model trained on TheStack. Governance Card: A card outlining the governance of the model. g. Introduction BigCode. StarCoder大模型详细介绍. 2) (1x) A Wikipedia dataset that has been upsampled 5 times (5x) It's a 15. On the command line, including multiple files at once. 5 is a family of autoregressive language models for program synthesis. 2. The StarCoder is a cutting-edge large language model designed specifically for code. StarCoder # Paper: A technical report about StarCoder. You can find more information on the main. Replace a commonly used requirement in the programming task with a less Open-source model StarCoder generates code in 86 programming languages. StarCoder combines graph-convolutional networks, autoencoders, and an open set of encoder. # 11 opened 7 months ago by. When fine-tuned on a given schema, it also outperforms gpt-4. StarCoderBase was trained on a vast dataset of 1 trillion tokens derived from. org. Recently, Meta released Llama 2, an open-access model with a license that allows commercial use. Another landmark moment for local models and one that deserves the attention. Code. py","path":"finetune/finetune. Currently I am making a living by helping companies built chatbots fine tuned on their custom data. . dataset = load_dataset ( "text", data_files="data. Tech Assistant Prompt: With this prompt you can turn StarCoder into tech assistant. There are also internal chatbots to be used to train new people joining the company and several other use cases. With the recent focus on Large Language Models (LLMs), both StarCoder (Li et al. CodeGen2. 21 hours ago · Thanks for contributing an answer to Stack Overflow! Please be sure to answer the question. In response to this, we. Claim StarCoder and update features and information. This gives a total final cost of $1. 1b-1t-openorca. PandasAI is now faster than ever. StarCoder License Agreement: The model is licensed under the BigCode OpenRAIL-M v1 license agreement. Some Observations. 2) (1x) A Wikipedia dataset that has been upsampled 5 times (5x) It's a 15. Catch me if you can! How to beat GPT-4 with a 13B model. You signed out in another tab or window. Paper: 💫StarCoder: May the source be with you! Point of Contact: contact@bigcode-project. A server to read/write data from/to. Demonstrates how questions on live Enterprise data. You will need the transformers>=4. - OpenAI and other AI startups have limited access to their LLMs, hindering research on… CodeGen2. Conversion will fail if at least one of the keys did not match on any. pt. 我们采用了与Llama 2完全相同的架构和分词器。这意味着TinyLlama可以在许多基于Llama的开源项目中即插即用。此外，TinyLlama只有1. 5B parameter Language Model trained on English and 80+ programming languages. Install the pytorch here. StarPII Model description This is an NER model trained to detect Personal Identifiable Information (PII) in code datasets. We fine-tuned StarCoderBase model for 35B. txt. Use Intended use The model was trained on GitHub code, to assist with some tasks like Assisted Generation. To run the train. Starcoder is a brand new large language model which has been released for code generation. Trying the following snippet, I get different problems on Linux and Windows. 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. Project Website: bigcode-project. Image from StartCoder Code Completion . StarCoder+: StarCoderBase further trained on English web data. Claim StarCoder and update features and information. The model uses Multi Query. *. Introduction. vscode","path":". append(next (iterator)["content"]) If "content" is the name of the column that has the code you want to train on in your dataset. BigCode introduces StarCoder and StarCoderBase, powerful open-source code language models that work in 86 programming languages. 5 is here! 🚀. Introducing StarCoder ⭐️ a 15B open-source Code-LLM created by @huggingface and @ServiceNow through @BigCodeProject 🔡 8192 token context window 📊 trained on 1 trillion token 💭 80+ Programming languages 🔐 only permissive licensed data commercial useThis is a code LM finetuned(or so-called continue pretrianed) from the 500B TinyLlama checkpoint with another 7B Python data from the starcoderdata. yaml --deepspeed=deepspeed_z3_config_bf16. # Stablecode Completion Alpha 3B 4K - GPTQ - Model creator: [StabilityAI](- Original model: [Stablecode Completion Alpha 3B 4K. The temperature is a value between 0 and 1 that indicates how creative we want OpenAI to be in its responses. 3 points higher than the SOTA open-source Code LLMs. The goal of SafeCoder is to unlock software development productivity for the enterprise, with a fully compliant and self-hosted pair programmer. View Danish Adeel’s profile on LinkedIn, the world’s largest professional community. 与LLaMA类似，我们为1万亿个代币训练了一个~15B的参数模型。. 5B parameter models trained on 80+ programming languages from The Stack (v1. Amazon Lex allows you to create conversational interfaces in any application by using voice and text. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". WizardLM Team will open-source all the code, data, models, and algorithms recently! {"payload":{"allShortcutsEnabled":false,"fileTree":{"finetune":{"items":[{"name":"finetune. The StarCoderBase models are 15. on Jul 11, 2022. SANTA CLARA, Calif.