santacoder. HF API token. santacoder

 
HF API tokensantacoder  I did my bachelor’s at Peking University & have since been in industry

You can also try a bunch of other open-source code models in self-hosted Refact (disclaimer: I work there). Python等コード生成AI「santacoder」を自宅(windows)で動かす方法を解説 Python、Java、JavaScriptのコードを自動生成できるプログラムコード生成AI「santacoder」をローカル(オフラインWindows)環境で動かし、実用に耐えるものか試してみた備忘録です。In this post, I would like to explore the idea of using embedding vectors to represent code snippets, and compute the cosine similarity scores between a few examples. It is pre-trained on Python and another language. Implement this first. In the top left, click the refresh icon next to Model. Hey! Thanks for this library, I really appreciate the API and simplicity you are bringing to this, it's exactly what I was looking for in trying to integrate ggml models into python! (specifically into my library lambdaprompt. We would like to show you a description here but the site won’t allow us. PRs to this project and the corresponding GGML fork are very welcome. products In this section, You can find readymade source codes. The GitHub repository provided. By accessing or using our website and services, you agree to be bound by this Agreement. __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) #. Hi, Since my GPU memory is low (12GB), I am finding the way to use deepspeed in training code, with CPU offload setting. )は、 スペイン ・ マドリード に本拠を置く 商業銀行 グループである。. Describe the bug When I start the docker with docker-compose. - BigCode ProjectChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型 - RuntimeError: probability tensor contains either `inf`, `nan` or element < 0 · Issue #31 · THUDM/ChatGLM-6B1 Answer. Its training data incorporates more that 80 different programming languages as well as text extracted from GitHub issues and commits and from notebooks. With MGD, SantaCoder-1. Docker-compose configuration : version: '3. Release Description v1. Today we introduce DeciCoder, our 1B-parameter open-source Large Language Model for code generation. 💫 StartCoder / SantaCoder ggml examples Sample inference examples of these models have been added to the collection of ggml supported models MPT and Replit support are also being worked on. 19 text-generation-inference 0. com, we strive to offer our customers fair and transparent pricing for our readymade source code products. Model card Files Files and versions Community 41 Train DeployCodeBERT is a bimodal pre-trained model for programming language (PL) and natural language (NL). Despite being only 1. github. The main model uses Multi Query Attention and it was trained for the Fill-in-the-Middle objective using near-deduplication and comment-to-code ratio as filtering criteria. . Notes: accelerate: You can also directly use python main. all products Earning Apps(4) Tools Apps(1)The StarCoder models are 15. SantaCoder: don't reach for the stars! Loubna Ben Allal, Raymond Li, Denis Kocetkov, Chenghao Mou, Christopher Akiki, Carlos Munoz Ferrandis, Niklas Muennighoff, Mayank Mishra, Alex Gu, Manan Dey, Logesh Kumar Umapathi, Carolyn Jane Anderson, Yangtian Zi, Joel Lamy Poirier, Hailey Schoelkopf, Sergey Troshin, Dmitry Abulkhanov, Manuel Romero, Michael Lappert, Francesco De Toni, Bernardo García. com. 0 Information Docker The CLI directly Tasks An officially supported command My own modifications Reproduction I use tgi to deploy santacoder of huggingface, I find it's ok when I use one. The main model uses Multi Query Attention, a context window of 2048 tokens, and was trained using near-deduplication and comment-to-code ratio as filtering criteria and using the. This tech report describes the progress of the collaboration until December 2022, outlining the current state of the Personally Identifiable Information (PII) redaction pipeline. 📙Paper: DeepSeek-Coder 📚Publisher: other 🏠Author Affiliation: DeepSeek-AI 🔑Public: 🌐Architecture Encoder-Decoder Decoder-Only 📏Model Size 1. You can supply your HF API token ( hf. 7B) or CodeGen-multi (2. There's also Refact 1. GPTQ-for-SantaCoder-and-StarCoder. Model Details View All Models. . Step 1: Load your model. com. ,2023). Click Download. Learn more about blocking users. Q&A for work. arxiv: 2301. Quantization of SantaCoder using GPTQ. org. You switched accounts on another tab or window. Poop Throwing Simulator by santacoder. The CodeGen model was proposed in A Conversational Paradigm for Program Synthesis by Erik Nijkamp, Bo Pang, Hiroaki Hayashi, Lifu Tu, Huan Wang, Yingbo Zhou, Silvio Savarese, and Caiming Xiong. The community also released SantaCoder, a 1. Effective Date: May 02, 2023. products In this section, You can find readymade source codes. System Info k8s 1. The. SANTA CLARA, Calif. 2), with opt-out requests excluded. We modified the code provided by the SantaCoder git repository for fine-tuning as it is focused on the code generation task. Are you tired of spending hours on debugging and searching for the right code? Look no further! Introducing the Starcoder LLM (Language Model), the ultimate. Code LLMs Explained,SantaCoder. Download the root certificate from the website, procedure to download the certificates using chrome browser are as follows: Open the website ( In the URL tab you can see small lock icon, click on it. Kill Isaac v3 by santacoder. 7B and. like 164. 2-1+cuda10. Note that, as mentioned above, understand the structure and copy KV_cache n_head times. SantaCoder is trained on Python, Java, and JavaScript and outperforms other large multilingual models such as InCoder (6. SantaCoder, on Python, JavaScript, and Java. # This is a base converter for Santacoder that inherits from GPT-2 # CS17 converter that contains most of the rules necessary for # converting GPT-2 checkpoints. The app generates a random number, and the user earns coins based on the number they get. Model Summary. The BigCode project is an open-scientific collaboration working on the responsible development of large language models for code. The Stack serves as a pre-training dataset for. from_pretrained ('gpt2') I get the following warning message: Some weights. 9. Show More. See documentation for Memory Management. BigCode is an open scientific collaboration working on the responsible development and use of large language models for codeGPTBigCode (from BigCode) released with the paper SantaCoder: don't reach for the stars! by Loubna Ben Allal, Raymond Li, Denis Kocetkov, Chenghao Mou, Christopher Akiki, Carlos Munoz Ferrandis, Niklas Muennighoff, Mayank Mishra, Alex Gu, Manan Dey, Logesh Kumar Umapathi, Carolyn Jane Anderson, Yangtian Zi, Joel Lamy Poirier,. Delete the previous name which is named “santacoder” and replace it with your company name. 9k. 7B, on code generation and infilling tasks on the MultiPL-E benchmark for these three languages, despite being substantially smaller. The main. Unparalleled inference speed. Contribute to Azure/azure-ai-model-catalog development by creating an account on GitHub. 5 participants. convert. Table of Contents Model Summary; Use; Limitations; Training; License; Citation; Model Summary This is the same model as SantaCoder but it can be loaded with transformers >=4. Hello the great huggingface team! I am using a computer behind a firewall so I cannot download files from python. The model can also do infilling, just specify where you would like the model to complete code. bigcode/the-stack. Converts all keys in a config from from_index format to the other format. 1B achieves better compilation rate and next-identifier match than the much larger text-davinci-003 model, when both models have a budget of 1 generation each. gpt2. The 15. Point of Contact: contact@bigcode-project. torch. ill try and get starcoder and santacoder and CodeCapybara to work :). We are a full-service digital agency offering a wide range of services to help businesses grow and succeed in the digital world. 17 contributors; History: 55 commits. Make sure that santacoder-mqa's FT is aligned with torch. Usage. Leading up to Christmas weekend, BigCode brought out Santa early with the release of SantaCoder, a new open-source, multilingual large language model for code generation. /starcoder, so i think it's safe to say that it'd behave the same on the underlying ggml)Dataset Summary The Stack contains over 6TB of permissively-licensed source code files covering 358 programming languages. a 1. Repository: bigcode/Megatron-LM. This is where DeciCoder emerges as a transformative solution. Notably, when combining. StarCoder is part of the BigCode Project, a joint effort of ServiceNow and Hugging Face. The model will start downloading. Describe the bug Tabby re-downloads the models even when locally downloaded. 2 dataset, which contains over 6 TB of source code files from open Github repositories, covering 358 programming languages, from which 86 languages. Make a fork, make your changes and then open a PR. SantaCoder is a 1B parameters model pre-trained on Python, Java & JavaScript, we suggest fine-tuning on programming languages close to them, otherwise, the model might not converge well. I did my bachelor’s at Peking University & have since been in industry. Repository: bigcode/Megatron-LM. CoderEval is a pragmatic code generation benchmark to evaluate the performace of generative pre-trained models. you need to be sure there isn’t anything embarrassing hidden in the middle of text. {"payload":{"allShortcutsEnabled":false,"fileTree":{"src/transformers/models/gpt_bigcode":{"items":[{"name":"__init__. 202 New Hampshire Avenue, Northwest #100, New York-2573Thank you for creating the StarCoder model. Here is my modification so far: """ Fine-Tune SantaCoder on code/text dataset """ import argparse import os import t. 708. If you want 4-bit weights, visit starcoder-GPTQ-4bit-128g. However, the project also provides the data to train smaller models, like SantaCoder which is trained only on Python, Java, and JS. SantaCoder; Starcoder; Falcon 7B; Falcon 40B; Use Cases: TGI is used in production at HuggingFace to power Hugging Chat, the Inference API, and Inference Endpoint. Hi! I saw the example for the bigcode/gpt_bigcode-santacoder model. A socket for the Rust Core in OpenTau for type prediction using SantaCoder and SantaCoder-FIT . This fine-tuned model can now be used to generate code when given an. santacoder. And yes if you like to play games then this application is going to be awesome for. vLLM: Versatile Large Language ModelWe’re on a journey to advance and democratize artificial intelligence through open source and open science. Elle a été publiée en début d’année mais excluait les. If you have any questions or concerns about our pricing policy, please contact us at contact@santacoder. 4 percentage point improvement in accuracy on the HumanEval benchmark. With StarCoder, the project is providing a fully-featured code generation tool that spans 80 languages. TabbyML / tabby Public. You can find two great code samples for fine-tuning SantaCoder in the santacoder-finetuning repo and this Google Colab, which fine-tunes on shell/bash. CodeGen vs. We refer the reader to the SantaCoder model page for full documentation about this model. What is this about? 💫 StarCoder is a language model (LM) trained on source code and natural language text. 2-1+cuda10. Did not have time to check for starcoder. An optional OpenAI model endpoint also implements the protocol, but it is unmaintained and not recommended for use. Kill Isaac With Cheats by santacoder. We fine-tuned StarCoderBase model for 35B. Saved searches Use saved searches to filter your results more quicklyI had the same issue but with TensorRT TensorrtExecutionProvider: [W:onnxruntime:Default, onnxruntime_pybind_state. 1 This tech report describes the progress of the collaboration until December 2022, outlining the current state of the Personally Identifiable Information (PII) redaction pipeline, the experiments conducted to de-risk. 7B) considerably! A lot of pieces from a lot of collaborators came together to get to that result: The foundation to train SantaCoder is The Stack (v1. . after that allows users to access your website from An extensive study on pre-trained models for program understanding and generation. 5-2. Simplified the form. md. ; We provide Multi-GPU text generation with accelerate and Dockerfiles for evaluating on Docker containers for security and reproducibility. products In this section, You can find readymade source codes. With StarCoder, the project is providing a fully-featured code generation tool that spans 80 languages. The dataset was created as part of the BigCode Project, an open scientific collaboration working on the responsible development of Large Language Models for Code (Code LLMs). Here the config. This tech report describes the progress of the collaboration until December 2022, outlining the current state of the Personally Identifiable Information (PII) redaction pipeline. The example supports the following StarCoder models: bigcode/starcoder. SantaCoder, on Python, JavaScript, and Java. bigcode/the-stack. de - Homepage. edited. You need to save your model architecture in a json file and then use model_from_json, to load model configuration, hence, you can load weights with load_weights. santacoder. Installs. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. . HF models can now be converted to ggml, making big code simpler. 1B parameter model for code generation in Python, Java & JavaScript. Add StarCoder/SantaCoder example by NouamaneTazi · Pull Request #146 · ggerganov/ggml. Led by ServiceNow Research and. all products Earning Apps(4) Tools Apps(1)A few months ago, PyTorch launched BetterTransformer (BT) that provides a significant speedup on Encoder-based models for all modalities (text, image, audio) using the so-called fastpath execution…products In this section, You can find readymade source codes. 7B模型,并获得与CodeGenmulti 2. 5' services: tabby: # restart: always image: tabbyml/tabby command: serve --model TabbyML/SantaCoder-1B --device. 1) (which excluded opt-out requests). convert_all_keys. santacoder-demo. 28. 2-1+cuda10. upvotes · 26 comments. This tech report describes the progress of the collaboration until December 2022, outlining the current state of the Personally Identifiable Information (PII) redaction pipeline, the experiments conducted to de-risk the. Applications that are bottlenecked by memory bandwidth may get up to 2x speedup. Learn more about TeamsCodeBERT. OutOfMemoryError: CUDA out of memory. If you do not agree to this Agreement, you may not access or use our website and services. Bomber Badman by santacoder. Explore, play and learn with Santa's elves all December longPlease contact Linda Matchan at linda. Based on Deci’s AI efficiency foundation, DeciCoder leverages cutting-edge architecture and AutoNAC™, a proprietary Neural Architecture Search. . SantaCoder Demo: Write with SantaCoder. You can access the extension's commands by: Right-clicking in the editor and selecting the Chat with Wizard Coder command from the context menu. Are you tired of spending hours on debugging and searching for the right code? Look no further! Introducing the Starcoder LLM (Language Model), the ultimate. 0-GPTQ. docker run :创建一个新的容器并运行一个命令 语法 docker run [OPTIONS] IMAGE [COMMAND] [ARG. CTranslate2 is a C++ and Python library for efficient inference with Transformer models. “RT @jaguring1: 今日、11億パラメータの言語モデル「SantaCoder(サンタコーダー🎅)」が登場! 既存のオープンソースの多言語コード生成モデルを小規模なのに凌駕。PythonとJavaScriptとJavaを学習(2360億トークン) コード用の巨大言語…”SantaCoder: don't reach for the stars! The BigCode project is an open-scientific collaboration working on the responsible development of large language models for code. The model uses Multi Query Attention, a context window of. Effective Date: May 02, 2023. Santacoder is open source and they have shared all the det. Introducing the Best VPN App Source Code! Unlock the full potential of your online venture with our meticulously crafted VPN app source code. Contribute to mayank31398/GPTQ-for-SantaCoder development by creating an account on GitHub. Latest Version. add note on fim tokens . Here you can find: Interactive blog: where we compare different code models and explain how they are trained and evaluated Code generation with 🤗. Notifications. Tried to allocate 288. If you previously logged in with huggingface-cli login on your system the extension will. Follow. In our work, we implement a TypeScript compiler that respects the protocol and a SantaCoder server that respects the other protocol. See moreDownload a PDF of the paper titled SantaCoder: don't reach for the stars!, by Loubna Ben Allal and 40 other authors Download PDF Abstract: The BigCode project is. Generate code with SantaCoder, a 1. 20 GiB total capacity; 19. GPTQ-for-SantaCoder-and-StarCoder. I have already seen how I can do this with the TFBertModel, e. com. StarCoder in 2023 by cost, reviews, features, integrations, deployment, target market, support options, trial offers, training options, years in business, region, and more using the chart below. org. The SantaCoder models are a series of 1. Deploy. The Predictor V1. ai is a very cool demo! If you want to build similar apps, check out the text to code models. In particular CodeParrot is a GPT-2 model trained to generate Python code. However, when I fine-tune a model and save a checkpoint, these Python files are not placed in the repository. Hi @wtermini I believe the issue is most likely with your attempt. Under Download custom model or LoRA, enter TheBloke/starcoder-GPTQ. Map • (310)876-2848 • santamonica@thecoderschool. # It is not meant for. Along with this your knowledge also increases by playing quiz. OpenAPI interface, easy to integrate with existing infrastructure (e. Model card Files Files and versions Community 43 Train Deploy Use in Transformers. md. santacoder-demo. Text Generation Transformers PyTorch. Describe the bug When I start the docker with docker-compose. Opus. json. 5B parameter models trained on permissively licensed data from The Stack. 00Leveraging Google Colab’s GPU to fine-tune pretrained GPT2. Model Summary. Luckily, HuggingFace has generously provided pretrained models in PyTorch, and Google Colab allows usage of their GPU (for a fixed time). Today we introduce DeciCoder, our 1B-parameter open-source Large Language Model for code generation. 1B 🗂️Data pre. layers. 👍 1 marykt reacted with thumbs up emoji 🎉 1 flavienbwk reacted with hooray emojiTeams. Introducing coding concepts to your kid can help them succeed in more ways than you can imagine!example code I used to test santacoder (note, this isn't directly on ggml executable, but through ctransformers, but, same errors show up as shown in the original post, where i directly just use the compiled . For fused softmax compare Jit (used in [Prototype] Vectorized causal lm #272) and Megatron's implementation (probably better). # fp32 python -m santacoder_inference bigcode/starcoderbase --wbits 32 # bf16 python -m santacoder_inference bigcode/starcoderbase --wbits 16 # GPTQ int8 python -m santacoder_inference bigcode/starcoderbase --wbits 8 --load starcoderbase-GPTQ-8bit-128g/model. 1 to use the GPTBigCode architecture. org. cc:614 CreateExecutionProviderInstance] Failed to. org. Any autoregressive model available on Hugging Face hub can be used, but we recommend using code generation models trained specifically on Code such as SantaCoder, InCoder and CodeGen. github. Converts all keys in a checkpoint from from_index format to the other format. This article will go over an overview of the HuggingFace library and look at a few case studies. 2411 Wilshire Blvd, Santa Monica, CA 90403. 5x speedup. SantaCoder # SantaCoder aka smol StarCoder: same architecture but only trained on Python, Java, JavaScript. . This code is based on GPTQ. 1) dataset. Both tools have some fundamental differences, the main ones are: Ease of use: TensorRT has been built for advanced users, implementation details are not hidden by its API which is mainly C++ oriented (including the Python wrapper which works. convert_attention_type. MGD, can outperform larger LMs. Natural Language Processing Information Retrieval Data Visualization. Code is seldom written in a single left-to-right pass and is instead repeatedly edited and refined. 03988. bigcode/gpt_bigcode-santacoder aka the smol StarCoder. like 302. Type: Llm: Login. Some providers using a a browser to bypass the bot protection. 72 GiB already allocated; 143. This model obtains comparable or stronger performance than previous open-source multilingual models, InCoder-6. Under Download custom model or LoRA, enter TheBloke/WizardCoder-15B-1. 1B parameter model that excels at Java, JavaScript, and Python code from The Stack in December 2022. Forget any kind of text-ui for these, they dont even work correctly with mainline ggml! You will need to use the correct fork of ggml for each model if. CodeGen Overview. Sign up for free to join this conversation on GitHub . They get to. Click Download. Santa Tracker used Polymer 1. Jennifer Ding The Alan Turing Institute. Project Website: bigcode-project. Conversion will fail if at least one of the keys did not match on any. r/LocalLLaMA. 1B parameter model for code generation in Python, Java & JavaScript. 文字列は、文字の配列として読み込むので、変数型としてcharを用います。; char {変数名}[{文字列の長さ + 1}] の形で宣言します(文字列の末尾には、文字列の終端を示すヌル文字'. OpenAPI interface, easy to integrate with existing infrastructure (e. 1 billion. 03988. SantaCoder # SantaCoder aka smol StarCoder: same architecture but only trained on Python, Java, JavaScript. convert_key. Introducing replit-code-v1-3b: - 2. HF API token. 1B parameter models trained on the Python, Java, and JavaScript subset of The Stack (v1. Office Location. In particular CodeParrot is a GPT-2 model trained to generate Python code. code gpt2 custom_code Eval Results text-generation-inference. Text Generation Transformers PyTorch. 2023, arXiv (Cornell University) See Full PDF Download PDF. Textbooks Are All You Need Suriya Gunasekar Yi Zhang Jyoti Aneja Caio C´esar Teodoro Mendes Allie Del Giorno Sivakanth Gopi Mojan Javaheripi Piero Kauffmann1320 Old Chain Bridge Rd #170. Compare fused and standard layer norm (results below. 2 RELATED WORK Locate the folder named “santacoder” inside “com” folder. Santa Coder. Changed to support new features proposed by GPTQ. This class is meant to be used as # an action within the rules of the CS-2. 📙Paper: WizardCoder: Empowering Code Large Language Models with Evol-Instruct 📚Publisher: arxiv 🏠Author Affiliation: Microsoft 🔑Public: 🌐Architecture Encoder-Decoder Decoder-Only 📏Model Size 15B, 34B 🍉Evol-Instruct Streamlined the evolutionary instructions by removing deepening, complicating input, and In-Breadth Evolving. title={SantaCoder: don't reach for the stars!}, author={Allal, Loubna Ben and Li, Raymond and Kocetkov, Denis and Mou, Chenghao and Akiki, Christopher and Ferrandis, Carlos Munoz and Muennighoff, Niklas and Mishra, Mayank. Use of Website and Services SantaCoder: don't reach for the stars! The BigCode project is an open-scientific collaboration working on the responsible development of large language models for code. # pip install -q transformers from transformers import AutoModelForCausalLM, AutoTokenizer checkpoint = "bigcode/santacoder" device = "cuda" # for GPU usage or "cpu" for CPU usage. Santa Coder is also a digital marketplace that offers pre-built software and source code for android, iOS, and websites to help businesses save time and money. bigcode/the-stack. Compared with the widely-used HumanEval benchmark from OpenAI, CoderEval can be used to evaluate the performance of models against pragmatic code generation beyond just generating standalone functions. As mentioned in this post, your h5 file only contains weights. SantaCoder: don't reach for the stars! The BigCode project is an open-scientific collaboration working on the responsible development of large language models. {"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":". The SantaCoder models are a series of 1. bigcode / santacoder-demo. Sign up for free to join this conversation on GitHub . ( IST-DASLab/gptq#1) According to GPTQ paper, As the size of the model increases, the difference. StarCoder: may the source be with you! 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. Fine-tuning large-scale PLMs is often prohibitively costly. Well, these modifications are not necessary anymore, since #1772 got merged. One issue,. In the top left, click the refresh icon next to Model. App Files Files Community 11 Discover amazing ML apps made by the community Spaces. The listed authors are: Loubna Ben Allal, Raymond Li, Denis Kocetkov, Chenghao Mou, Christopher Akiki, Carlos Munoz Ferrandis, Niklas Muennighoff, Mayank Mishra, Alex Gu, Manan Dey, Logesh Kumar Umapathi, Carolyn Jane. # `return_token_type_ids=False` is essential, or we get nonsense output. dubbed SantaCoder, on Python, JavaScript, and Java. In the Model dropdown, choose the model you just downloaded: starcoder-GPTQ. These Microsoft Research developments in testing, proof-oriented programming and natural language can help developers reach bug-free code faster. 1) (which excluded opt-out requests). This code is based on GPTQ. on May 16. Extension for Visual Studio Code - Extension for using alternative GitHub Copilot (StarCoder API) in VSCodeproducts In this section, You can find readymade source codes. The model will start downloading. Notifications. Visit GPTQ-for-SantaCoder for instructions on how to use the model weights here. No milestone. サンタンデール銀行 ( 西: Banco Santander S. on May 17. convert_helper. 🔥 The following figure shows that our WizardCoder-Python-34B-V1. 8. ある程度. The dataset was created as part of the BigCode Project, an open scientific collaboration working on the responsible development of Large Language Models for Code (Code LLMs). . 11 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. Specifically, due to their massive size, even inference for large, highly-accurate GPT models may require. Santacoder is open source and they. Our pricing policy is designed to be. com. 4 TB dataset of permissively licensed source code in 358 programming languages, along with a collection of datasets created through the course of research during the project. @santacoder; mainuddinsk786; iammainuddinsk; Block or Report Block or report santacoderofficial. Any autoregressive model available on Hugging Face hub can be used, but we recommend using code generation models trained specifically on Code such as SantaCoder, InCoder and CodeGen. SantaCoder: SantaCoder Model. . Kill Isaac by santacoder. arxiv: 1911. Repository: bigcode/Megatron-LM. Reload to refresh your session. /starcoder, so i think it's safe to say that it'd behave the same on the underlying ggml) The SantaCoder models are a series of 1.