Santacoder. Installs. Santacoder

 
 InstallsSantacoder  prompt: This defines the prompt

CodeBERT is a pre-trained model for programming language, which is a multi-programming-lingual model pre-trained on NL-PL pairs in 6 programming languages (Python, Java, JavaScript, PHP, Ruby, Go). SANTA CLARA, Calif. 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. vLLM: Versatile Large Language ModelWe’re on a journey to advance and democratize artificial intelligence through open source and open science. Based on Deci’s AI efficiency foundation, DeciCoder leverages cutting-edge architecture and AutoNAC™, a proprietary Neural Architecture Search. PRs to this project and the corresponding GGML fork are very welcome. HF API token. In this paper, we introduce WizardCoder, which empowers Code LLMs with complex. CUDA 7. There are two versions (branches) of the model: main: Uses the gpt_bigcode model. Setup & Fine-Tuning with The Stack. edited. gpt_bigcode-santacoder seems quite fast, for starcoder, the large duplicated weights probably cause the exact memory transfer bottleneck described in the paper / documentation, I am curious how it will change once MQA is implemented natively. convert_helper. 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. Tabby is a self-hosted AI coding assistant, offering an open-source and on-premises alternative to GitHub Copilot. The. # WARNING: cannot use skip_special_tokens, because it blows away the FIM special tokens. ,2022;Saunders et al. If you previously logged in with huggingface-cli login on your system the extension will. One issue,. ,2022; Kang et al. 0 all TensorRT. Show More. 28. In tests I was able to reduce the santacoder min latency by more than 20% in this way. Here is my modification so far: """ Fine-Tune SantaCoder on code/text dataset """ import argparse import os import t. It is a fully-featured Integrated Development Environment, (IDE), and code editor for C/C++ programming languages. SantaCoder's impressive but that's probably misleading. Notes: accelerate: You can also directly use python main. products In this section, You can find readymade source codes. 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. The SantaCoder models are a series of 1. Text Generation Transformers PyTorch. Models these days are very big, and most of us don’t have the resources to train them from scratch. OutOfMemoryError: CUDA out of memory. layers. CodeGen vs. Elle a été publiée en début d’année mais excluait les. Paper:. The technical report outlines the efforts made to develop StarCoder and StarCoderBase, two 15. Here you can find: Interactive blog: where we compare different code models and explain how they are trained and evaluated Code generation with 🤗. Refactored hint renderer. . No branches or pull requests. 7B模型,并获得与CodeGenmulti 2. ill try and get starcoder and santacoder and CodeCapybara to work :). github. com. 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). SantaCoder (Allal et al. Make a fork, make your changes and then open a PR. 2 dataset, which contains over 6 TB of source code files from open Github repositories, covering 358 programming languages, from which 86 languages. Model Summary. 1 to use the GPTBigCode architecture. Today we introduce DeciCoder, our 1B-parameter open-source Large Language Model for code generation. I’m an AI research engineer working on large language models. A. We introduce InCoder, a unified generative model that can perform program synthesis (via left-to-right generation) as well as editing (via infilling). 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. Block user. Repository: bigcode/Megatron-LM. 7B and. In particular CodeParrot is a GPT-2 model trained to generate Python code. BigCode was originally announced in September 2022 as an effort to. SantaCoder: Data Filtering Ablations Remove repos with < 5 stars - Hurts substantially! Remove files with low (or very high) comment-to-code ratio ~ Mixed effects More aggressive near-duplicate filtering + Very slight improvements Remove files with low character-to-token ratios + Very slight improvements Santacoder currently has a custom modeling file + config file on the hub, but they will be included with the saved checkpoints if you used the transformers branch in requirements. 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. like 302. Please contact Linda Matchan at linda. convert. One such model is bigcode/santacoder, which auto-fills Python code similarly to GitHub Copilot but operates locally. Note that, as mentioned above, understand the structure and copy KV_cache n_head times. Santa Coder is a leading android app and web development company in Kolkata, India. weight caused the assert, the param. Hailey Schoelkopf Researcher, EleutherAI. I seem to recall AutoGPTQ added preliminary support for MOSS but then I think there was some issue with it, and I can't immediately recall if the code is meant to be working or not right now. bigcode/gpt_bigcode-santacoder aka the smol StarCoder; Sample performance on MacBook M1 Pro: TODO. g Cloud IDE). bigcode/the-stack. santacoder. in this notebook: output = bert_model ( [input_ids,attention_masks]) output = output [1] output = tf. Implement this first. X Reward: Play for Rewards GAME. py","path":"src/transformers/models/gpt_bigcode. Generate code with SantaCoder, a 1. SantaCoder License: The OpenRAIL license for SantaCoder. 20 GiB total capacity; 19. 00. Hi! I saw the example for the bigcode/gpt_bigcode-santacoder model. bigcode/the-stack. 1B parameter model trained on Java, JavaScript, and Python code from The Stack. Unparalleled inference speed. 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. arxiv: 2301. 4 bits quantization of SantaCoder using GPTQ. 5 provides 3 main FP16 features:StarCoder est le successeur de SantaCoder, une série de modèles de 1,1 milliard de paramètres, entraînés sur le sous-ensemble Python, Java et JavaScript de The Stack (v1. Click Download. Using pre-trained language models to resolve textual and semantic merge conflicts (experience paper) ISSTA (C) 2021-7. santacoder-demo. 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. . /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. Hi, Since my GPU memory is low (12GB), I am finding the way to use deepspeed in training code, with CPU offload setting. BigCode is a collaborative organization sponsored by HuggingFace and ServiceNow. Having added the above files, you should run the following to push files to your model repository. I assume for starcoder, weights are bigger, hence maybe 1. 12 MiB free; 21. 7 reviews of The Coder School - Santa Monica, 18 photos, "Excellent classes that are both fun and educational. 本文描述了BigCode项目到2022年12月的进展情况。BigCode Project is an open scientific collaboration run by Hugging Face and ServiceNow Research, focused on open and responsible development of LLMs for code. 1B parameter model that excels at Java, JavaScript, and Python code from The Stack in December 2022. com. Model Summary. 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). Another option may be to simply save your model (architecture + weights together) by replacing your last line by. 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 . In the top left, click the refresh icon next to Model. I will have a look. Dataset Summary The Stack contains over 6TB of permissively-licensed source code files covering 358 programming languages. We are a full-service digital agency offering a wide range of services to help businesses grow and succeed in the digital world. Deepspeed inference support GPT BigCode (bigcode/starcoder, bigcode/gpt_bigcode-santacoder, etc. 1B multilingual LM for code that outperforms much larger open-source models on both left-to-right generation and infilling! We are a full-service digital agency offering a wide range of services to help businesses grow and succeed in the digital world. 1. With a budget of 4 generations, it also surpasses agreement with ground truth of text-davinci-003. 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。. SANTA CLARA, Calif. TabbyML / tabby Public. BigCode's SantaCoder model gives us more than just a shiny new toy - researchers detail all the steps and experimentation it took to create a small yet. This code is based on GPTQ. We would like to show you a description here but the site won’t allow us. API token now optional, but recommended. Welcome to santacoder. Compare fused and standard layer norm (results below. Effective Date: May 02, 2023. __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) #. 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. 230703. 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,. 7B in C, JavaScript, Rust, Scala and TypeScript. Make sure that santacoder-mqa's FT is aligned with torch. Sign up for free to join this conversation on GitHub . like 162. Products Archive - Santa Coder. Supported Models#. 1B parameter models trained on the Python, Java, and JavaScript subset of The Stack (v1. Map • (310)876-2848 • santamonica@thecoderschool. We would like to show you a description here but the site won’t allow us. A🧵: SantaCoder is trained on Python, Java, and JavaScript and outperforms other large multilingual models such as InCoder (6. Here the config. Some providers using a a browser to bypass the bot protection. Train. Tried to allocate 288. SantaCoder: SantaCoder Model. At the core of CodeGenX lies a large neural network called GPT-J. 5' services: tabby: # restart: always image: tabbyml/tabby command: serve --model TabbyML/SantaCoder-1B --device. Dense. Right-click on the “santacoder” folder and hover your mouse cursor over the Refactor from the context menu. Go to McLean, VA. <style> body { -ms-overflow-style: scrollbar; overflow-y: scroll; overscroll-behavior-y: none; } . The technical report outlines the efforts made to develop StarCoder and StarCoderBase, two 15. Dataset Summary. GGML for Falcoder7B, SantaCoder 1B, TinyStarCoder 160M. The main. products In this section, You can find readymade source codes. from ONNX Runtime — Breakthrough optimizations for transformer inference on GPU and CPU. Note: The reproduced result of StarCoder on MBPP. code gpt2 custom_code Eval Results text-generation-inference. May I ask if there are plans to provide 8-bit or. The community also released SantaCoder, a 1. Learn more about TeamsAs part of the BigCode project, we released and will maintain The Stack, a 6. all products Earning Apps(4) Tools Apps(1)Explore, play and learn with Santa's elves throughout Decemberproducts In this section, You can find readymade source codes. If you have a any type of website, You can convert your website to android app with reward points system. License: openrail. For advanced Code Language Models and pre-training datasets we recommend checking our work in the BigCode organization. like 164. My research focuses on creating better and more general language models. I am using the GPT2 pre-trained model for a research project and when I load the pre-trained model with the following code, from transformers. Effective Date: May 02, 2023. Setup & Fine-Tuning with The Stack. . Spin and Earn Screen: The Spin and Earn Screen is an exciting feature of the earning app source code, which allows users to earn coins by spinning a wheel. {"payload":{"allShortcutsEnabled":false,"fileTree":{"src/transformers/models/gpt_bigcode":{"items":[{"name":"__init__. 14255. Otherwise, please refer to Adding a New Model for instructions on how to implement support for your model. The numbers reported here required many. You can find the C-CAN on the ICU connector or Instrument cluster. is always Failed to fetch model 'TabbyML/SantaCoder-1B' · Issue #515 · TabbyML/tabby · GitHub. In December 2022, the BigCode community also released SantaCoder (Ben Allal et al. dubbed SantaCoder, on Python, JavaScript, and Java. Note that, as mentioned above, understand the structure and copy KV_cache n_head times. 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. 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. bigcode / santacoder-demo. 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. It is based on the same architecture as BigCode’s previously released SantaCoder (Ben Allal et al. Accelerate has the advantage of automatically handling mixed precision & devices. 1. Running on t4. We will try to make the model card more clear about this. Paper: 🎅SantaCoder: Don't reach for the stars!🌟. サンタンデール銀行 ( 西: Banco Santander S. It uses Mingw port GCC (GNU Compiler Collection), as its compiler. 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. The model will start downloading. Tasks. If your model uses one of the above model architectures, you can seamlessly run your model with vLLM. Point of Contact: contact@bigcode-project. Every house in Santa's Village is a custom element, only loaded when needed, minimizing the startup cost of Santa Tracker. December 29, 2020. convert_all_keys. Delete the previous name which is named “santacoder” and replace it with your company name. matchan@globe. com. $ . I worked with GPT4 to get it to run a local model, but I am not sure if it hallucinated all of that. The intersection of code generation tools and large language models (LLMs) is pushing the frontiers of artificial intelligence. 1 to use the GPTBigCode architecture. 1B params, SantaCoder outperforms Facebook's InCoder (6. 19 text-generation-inference 0. At santacoder. Fine-tuning large-scale PLMs is often prohibitively costly. First, load your Hugging Face model using 🤗 Transformers. Studying the Usage of Text-To-Text Transfer Transformer to Support Code-Related Tasks. GPTQ-for-SantaCoder 4bit quantization for SantaCoder supercharger Write Software + unit tests for you, based on Baize-30B 8bit, using model parallelism Autodoc toolkit that auto-generates codebase documentation using GPT-4 or Alpaca, and can be installed in a git repository in about 5 minutes. The browser settings and the login data are saved in a custom directory. g Cloud IDE). santacoder-demo. Santa Tracker used Polymer 1. 0. CodeGen is an autoregressive language model for program synthesis trained sequentially on The Pile, BigQuery, and BigPython. Please note that this model is significantly larger (7B) compared to our current recommendation, such as SantaCoder-1B, for a T4 GPU. We refer the reader to the SantaCoder model page for full documentation about this model. For advanced Code Language Models and pre-training datasets we recommend checking our work in the BigCode organization. The example supports the following StarCoder models: bigcode/starcoder. Effective Date: May 02, 2023. com. You can supply your HF API token ( hf. 1 to use the GPTBigCode architecture. 7. SantaCoder # SantaCoder aka smol StarCoder: same architecture but only trained on Python, Java, JavaScript. 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. The community also released SantaCoder, a 1. com. SantaCoder can generate code from prompts like a coding assistant. Slightly adjusted preprocessing of C4 and PTB for more realistic evaluations (used in our updated results); can be activated via the flag --new-eval. Paper: 💫StarCoder: May the source be with you!{"payload":{"allShortcutsEnabled":false,"fileTree":{"":{"items":[{"name":"LICENSE","path":"LICENSE","contentType":"file"},{"name":"README. arxiv: 1911. . # 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. It's a combination of Orwell Dev C++ and Bloodshed Dev C++. 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。Using Browser. You should consider increasing max_new_toke. In December 2022, BigCode released its first ‘gift’ with SantaCoder, a precursor model to StarCoder trained on a smaller subset of data and limited to Python, Java and JavaScript programming. Fork 448. Alternatively, you can raise an. Candy Reward - Candy Shooter Game With Earning System (Earning App) Scratch to Win Android Earning App (Admob, Facebook bidding, StartApp, Unity Ads) RecordIt - Screen Recorder | ADMOB, FIREBASE, ONESIGNAL. I am wondering how I can run the bigcode/starcoder model on CPU with a similar approach. It is pre-trained on Python and another language. By accessing or using our website and services, you agree to be bound by this Agreement. cuda. As mentioned in this post, your h5 file only contains weights. Comparing WizardCoder-Python-34B-V1. SantaCoder-1B. I did my bachelor’s at Peking University & have since been in industry. Example values are octocoder, octogeex, wizardcoder, instructcodet5p, starchat which use the prompting format that is put forth by the respective model creators. Did not have time to check for starcoder. Santacoder-mha is aligned with the GPT2 structure and can be quickly aligned with FT implementation. Santa Coder. SantaCoder, on Python, JavaScript, and Java. 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. 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. 5B parameter models trained on permissively licensed data from The Stack. com, we. At this point, you have mastered the implementation steps. If you want 4-bit weights, visit starcoder-GPTQ-4bit-128g. With StarCoder, the project is providing a fully-featured code generation tool that spans 80 languages. A tag already exists with the provided branch name. on May 17. de - Homepage. The model can also do infilling, just specify where you would like the model to complete code. 1) dataset. 根据官方提供的信息,训练 SantaCoder 的基础是 The. ai is a very cool demo! If you want to build similar apps, check out the text to code models. Embarcadero DevC++ can be used with Cygwin and any other GCC-based compiler. Opus. Extension for Visual Studio Code - Extension for using alternative GitHub Copilot (StarCoder API) in VSCodeproducts In this section, You can find readymade source codes. real cash money. This is the same model as SantaCoder but it can be loaded with transformers >=4. We. Project Website: bigcode-project. However, we understand that there may be situations where you need to request a refund or return. 02150. License: bigcode-openrail-m. Sign up for free to join this conversation on GitHub . SantaCoder: SantaCoder Model. # `return_token_type_ids=False` is essential, or we get nonsense output. License: bigcode-openrail-m. The community also released SantaCoder, a 1. 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. 📙Paper: DeepSeek-Coder 📚Publisher: other 🏠Author Affiliation: DeepSeek-AI 🔑Public: 🌐Architecture Encoder-Decoder Decoder-Only 📏Model Size 1. Dynamic Sliders Management: Manage your app’s visual appeal. 同国最大手の銀行グループであると共に、 ラテンアメリカ 地域全般、 アメリカ合衆国北東部 、 ポーランド などで店舗を展開する 多国籍. Slightly adjusted preprocessing of C4 and PTB for more realistic evaluations (used in our updated results); can be activated via the flag -. . Notably, when combining. X Reward app is a great platform where you can play daily simple quizzes and games. Usage. The Predictor V1. You can supply your HF API token ( hf. ,2023). With StarCoder, the project is providing a fully-featured code generation tool that spans 80 languages. Code is seldom written in a single left-to-right pass and is instead repeatedly edited and refined. CODET: CODE GENERATION WITH GENERATED TESTS Bei Chen , Fengji Zhang , Anh Nguyen , Daoguang Zan, Zeqi Lin, Jian-Guang Lou, Weizhu Chen Microsoft Corporation fbeichen, v-fengjzhang, anhnguyen, v-dazan,The goal of BigCode and subsequently StarCoder was to address these issues and produce a high-performance code model with clear data governance structures. 28. 7B and CodeGen-Multi-2. 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). . Alternatively, you can raise an. basicConfig (level='ERROR') from transformers import GPT2LMHeadModel model = GPT2LMHeadModel. com, we strive to offer our customers fair and transparent pricing for our readymade source code products. You signed in with another tab or window. 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 outperforms SantaCoder in accuracy across all three programming languages they were both trained on: Python, JavaScript, and Java. Today we introduce DeciCoder, our 1B-parameter open-source Large Language Model for code generation. co/settings/token) with this command: Cmd/Ctrl+Shift+P to open VSCode command palette. In December 2022, BigCode released its first ‘gift’ with SantaCoder, a precursor model to StarCoder trained on a smaller subset of data and limited to Python, Java and JavaScript programming languages. CoderEval is a pragmatic code generation benchmark to evaluate the performace of generative pre-trained models. Automation to the rescue. 2-1+cuda10. 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 Web Share API allowed users on mobile to quickly and natively showcase their creativity—it's a modern API for interfacing with a platform's. Studying the Usage of Text-To-Text Transfer Transformer to Support Code-Related Tasks. These terms and conditions (“Agreement”) govern your use of our website and services. Text Generation Transformers PyTorch. 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. Python等コード生成AI「santacoder」を自宅(windows)で動かす方法を解説. 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. md","path":"README. SantaCoder: don't reach for the stars! @article{Allal2023SantaCoderDR, title={SantaCoder: don't reach for the stars!}, author={Loubna Ben Allal and Raymond Li and Denis Kocetkov and Chenghao Mou and Christopher Akiki and Carlos Mu{~n}oz Ferrandis and Niklas Muennighoff and Mayank Mishra and Alexander Gu and Manan. Just pip install einops to get the necessary module. products In this section, You can find readymade source codes. 2), with opt-out requests excluded. org. None yet. SantaCoder, on Python, JavaScript, and Java. SantaCoder's impressive but that's probably misleading. Notifications. GPT-J is a 6 billion parameter transformer model which was trained on hundreds of gigabytes of text from the internet. Kill Isaac by santacoder. com. Saved searches Use saved searches to filter your results more quicklyWe are a full-service digital agency offering a wide range of services to help businesses grow and succeed in the digital world. bb3be59 22 days ago. Project Website: bigcode-project. Once it's finished it will say "Done". In the top left, click the refresh icon next to Model. wte. Learn more about blocking users. a 1. Santacoder is open source and they. Point of Contact: contact@bigcode-project. Our expertise includes app development, website development, digital marketing, and SEO services. 4 percentage point improvement in accuracy on the HumanEval benchmark. This repo provides the code for reproducing the experiments in CodeBERT: A Pre-Trained Model for Programming and Natural Languages. 708. Pythia: Interpreting Transformers Across Time and Scale. License: bigcode-openrail-m. Applications that are bottlenecked by memory bandwidth may get up to 2x speedup. pt # GPTQ int4 python -m santacoder_inference bigcode/starcoderbase -.