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Ethics and Society Newsletter #3: Ethical Openness at Hugging Face | irenesolaiman | Mar 30, 2023 | ethics-soc-3 | ethics | https://huggingface.co/blog/ethics-soc-3 | # Ethics and Society Newsletter #3: Ethical Openness at Hugging Face ## Mission: Open and Good ML In our mission to democratize good machine learning (ML), we examine how supporting ML community work also empowers examining and preventing possible harms. Open development and science decentralizes power so that many ... |
StackLLaMA: A hands-on guide to train LLaMA with RLHF | edbeeching | April 5, 2023 | stackllama | rl, rlhf, nlp | https://huggingface.co/blog/stackllama | # StackLLaMA: A hands-on guide to train LLaMA with RLHF Models such as [ChatGPT]([https://openai.com/blog/chatgpt](https://openai.com/blog/chatgpt)), [GPT-4]([https://openai.com/research/gpt-4](https://openai.com/research/gpt-4)), and [Claude]([https://www.anthropic.com/index/introducing-claude](https://www.anthropi... |
Snorkel AI x Hugging Face: unlock foundation models for enterprises | Violette | April 6, 2023 | snorkel-case-study | case-studies | https://huggingface.co/blog/snorkel-case-study | # Snorkel AI x Hugging Face: unlock foundation models for enterprises _This article is a cross-post from an originally published post on April 6, 2023 [in Snorkel's blog](https://snorkel.ai/snorkel-hugging-face-unlock-foundation-models-for-enterprise/), by Friea Berg ._ As OpenAI releases [GPT-4](https://openai.c... |
Creating Privacy Preserving AI with Substra | EazyAl | April 12, 2023 | owkin-substra | cv, federated-learning, fl, open-source-collab | https://huggingface.co/blog/owkin-substra | # Creating Privacy Preserving AI with Substra With the recent rise of generative techniques, machine learning is at an incredibly exciting point in its history. The models powering this rise require even more data to produce impactful results, and thus it’s becoming increasingly important to explore new methods of e... |
Graph Classification with Transformers | clefourrier | April 14, 2023 | graphml-classification | community, guide, graphs | https://huggingface.co/blog/graphml-classification | # Graph classification with Transformers <div class="blog-metadata"> <small>Published April 14, 2023.</small> <a target="_blank" class="btn no-underline text-sm mb-5 font-sans" href="https://github.com/huggingface/blog/blob/main/graphml-classification.md"> Update on GitHub </a> </div> <div class=... |
Accelerating Hugging Face Transformers with AWS Inferentia2 | philschmid | April 17, 2023 | accelerate-transformers-with-inferentia2 | partnerships, aws, nlp, cv | https://huggingface.co/blog/accelerate-transformers-with-inferentia2 | # Accelerating Hugging Face Transformers with AWS Inferentia2 <script async defer src="https://unpkg.com/medium-zoom-element@0/dist/medium-zoom-element.min.js"></script> In the last five years, Transformer models [[1](https://arxiv.org/abs/1706.03762)] have become the _de facto_ standard for many machine learning (... |
How to host a Unity game in a Space | dylanebert | April 21, 2023 | unity-in-spaces | community, guide, game-dev | https://huggingface.co/blog/unity-in-spaces | # How to host a Unity game in a Space <!-- {authors} --> Did you know you can host a Unity game in a Hugging Face Space? No? Well, you can! Hugging Face Spaces are an easy way to build, host, and share demos. While they are typically used for Machine Learning demos, they can also host playable Unity games. Here ... |
Introducing HuggingFace blog for Chinese speakers: Fostering Collaboration with the Chinese AI community | xianbao | April 24, 2023 | chinese-language-blog | partnerships, community | https://huggingface.co/blog/chinese-language-blog | # Introducing HuggingFace blog for Chinese speakers: Fostering Collaboration with the Chinese AI community ## Welcome to our blog for Chinese speakers! We are delighted to introduce Hugging Face’s new blog for Chinese speakers: [hf.co/blog/zh](https://huggingface.co/blog/zh)! A committed group of volunteers has mad... |
Databricks ❤️ Hugging Face: up to 40% faster training and tuning of Large Language Models | alighodsi | April 26, 2023 | databricks-case-study | case-studies | https://huggingface.co/blog/databricks-case-study | # Databricks ❤️ Hugging Face: up to 40% faster training and tuning of Large Language Models Generative AI has been taking the world by storm. As the data and AI company, we have been on this journey with the release of the open source large language model [Dolly](https://huggingface.co/databricks/dolly-v2-12b), as w... |
Training a language model with 🤗 Transformers using TensorFlow and TPUs | rocketknight1 | April 27, 2023 | tf_tpu | nlp, guide, tensorflow, tpu | https://huggingface.co/blog/tf_tpu | # Training a language model with 🤗 Transformers using TensorFlow and TPUs ## Introduction TPU training is a useful skill to have: TPU pods are high-performance and extremely scalable, making it easy to train models at any scale from a few tens of millions of parameters up to truly enormous sizes: Google’s PaLM mod... |
Running IF with 🧨 diffusers on a Free Tier Google Colab | williamberman | April 26, 2023 | if | guide, diffusion | https://huggingface.co/blog/if | # Running IF with 🧨 diffusers on a Free Tier Google Colab <a target="_blank" href="https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/deepfloyd_if_free_tier_google_colab.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> </a> **TL;D... |
How to Install and Use the Hugging Face Unity API | dylanebert | May 1, 2023 | unity-api | community, guide, game-dev | https://huggingface.co/blog/unity-api | # How to Install and Use the Hugging Face Unity API <!-- {authors} --> The [Hugging Face Unity API](https://github.com/huggingface/unity-api) is an easy-to-use integration of the [Hugging Face Inference API](https://huggingface.co/inference-api), allowing developers to access and use Hugging Face AI models in their... |
StarCoder: A State-of-the-Art LLM for Code | lvwerra | May 4, 2023 | starcoder | nlp, community, research | https://huggingface.co/blog/starcoder | # StarCoder: A State-of-the-Art LLM for Code ## Introducing StarCoder 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. Similar to LLaMA, we traine... |
A Dive into Text-to-Video Models | adirik | May 8, 2023 | text-to-video | multi-modal, cv, guide, diffusion, text-to-image, text-to-video | https://huggingface.co/blog/text-to-video | # Text-to-Video: The Task, Challenges and the Current State <p align="center"> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/140_text-to-video/text-to-video-samples.gif" alt="video-samples"><br> <em>Video samples generated with <a href=https://modelscope.cn/mode... |
Creating a Coding Assistant with StarCoder | lewtun | May 9, 2023 | starchat-alpha | nlp, community, research | https://huggingface.co/blog/starchat-alpha | # Creating a Coding Assistant with StarCoder If you’re a software developer, chances are that you’ve used GitHub Copilot or ChatGPT to solve programming tasks such as translating code from one language to another or generating a full implementation from a natural language query like *“Write a Python program to find ... |
Assisted Generation: a new direction toward low-latency text generation | joaogante | May 11, 2023 | assisted-generation | nlp, research | https://huggingface.co/blog/assisted-generation | # Assisted Generation: a new direction toward low-latency text generation Large language models are all the rage these days, with many companies investing significant resources to scale them up and unlock new capabilities. However, as humans with ever-decreasing attention spans, we also dislike their slow response t... |
Introducing RWKV — An RNN with the advantages of a transformer | BlinkDL | May 15, 2023 | rwkv | nlp, community, research | https://huggingface.co/blog/rwkv | # Introducing RWKV - An RNN with the advantages of a transformer ChatGPT and chatbot-powered applications have captured significant attention in the Natural Language Processing (NLP) domain. The community is constantly seeking strong, reliable and open-source models for their applications and use cases. The rise of... |
Run a Chatgpt-like Chatbot on a Single GPU with ROCm | andyll7772 | May 15, 2023 | chatbot-amd-gpu | guide, llm, nlp, inference, rocm | https://huggingface.co/blog/chatbot-amd-gpu | # Run a Chatgpt-like Chatbot on a Single GPU with ROCm ## Introduction ChatGPT, OpenAI's groundbreaking language model, has become an influential force in the realm of artificial intelligence, paving the way for a multitude of AI applications across diverse sectors. With its staggering ability to comprehend and gene... |
Smaller is better: Q8-Chat, an efficient generative AI experience on Xeon | andyll7772 | May 16, 2023 | generative-ai-models-on-intel-cpu | llm, nlp, inference, intel, quantization | https://huggingface.co/blog/generative-ai-models-on-intel-cpu | # Smaller is better: Q8-Chat, an efficient generative AI experience on Xeon Large language models (LLMs) are taking the machine learning world by storm. Thanks to their [Transformer](https://arxiv.org/abs/1706.03762) architecture, LLMs have an uncanny ability to learn from vast amounts of unstructured data, like t... |
Large-scale Near-deduplication Behind BigCode | chenghao | May 16, 2023 | dedup | bigcode, deduplication | https://huggingface.co/blog/dedup | # Large-scale Near-deduplication Behind BigCode ## Intended Audience People who are interested in document-level near-deduplication at a large scale, and have some understanding of hashing, graph and text processing. ## Motivations It is important to take care of our data before feeding it to the model, at least ... |
Instruction-tuning Stable Diffusion with InstructPix2Pix | sayakpaul | May 23, 2023 | instruction-tuning-sd | diffusers, diffusion, instruction-tuning, research, guide | https://huggingface.co/blog/instruction-tuning-sd | # Instruction-tuning Stable Diffusion with InstructPix2Pix This post explores instruction-tuning to teach [Stable Diffusion](https://huggingface.co/blog/stable_diffusion) to follow instructions to translate or process input images. With this method, we can prompt Stable Diffusion using an input image and an “instruc... |
Safetensors audited as really safe and becoming the default | Narsil | May 23, 2023 | safetensors-security-audit | pickle, serialization, load times | https://huggingface.co/blog/safetensors-security-audit | # Audit shows that safetensors is safe and ready to become the default [Hugging Face](https://huggingface.co/), in close collaboration with [EleutherAI](https://www.eleuther.ai/) and [Stability AI](https://stability.ai/), has ordered an external security audit of the `safetensors` library, the results of which allow... |
Hugging Face and IBM partner on watsonx.ai, the next-generation enterprise studio for AI builders | juliensimon | May 23, 2023 | huggingface-and-ibm | cloud, ibm, partnership | https://huggingface.co/blog/huggingface-and-ibm | # Hugging Face and IBM partner on watsonx.ai, the next-generation enterprise studio for AI builders <kbd> <img src="assets/144_ibm/01.png"> </kbd> All hype aside, it's hard to deny the profound impact that AI is having on society and businesses. From startups to enterprises to the public sector, every customer w... |
Hugging Face Collaborates with Microsoft to Launch Hugging Face Model Catalog on Azure | philschmid | May 24, 2023 | hugging-face-endpoints-on-azure | cloud, azure, partnership | https://huggingface.co/blog/hugging-face-endpoints-on-azure | # Hugging Face Collaborates with Microsoft to launch Hugging Face Model Catalog on Azure  Today, we are thrilled to announce that Hugging Face expands its collaboration with Microsoft to bring open-... |
Making LLMs even more accessible with bitsandbytes, 4-bit quantization and QLoRA | ybelkada | May 24, 2023 | 4bit-transformers-bitsandbytes | transformers, quantization, bitsandbytes, 4bit | https://huggingface.co/blog/4bit-transformers-bitsandbytes | # Making LLMs even more accessible with bitsandbytes, 4-bit quantization and QLoRA LLMs are known to be large, and running or training them in consumer hardware is a huge challenge for users and accessibility. Our [LLM.int8 blogpost](https://huggingface.co/blog/hf-bitsandbytes-integration) showed how the techniques... |
Optimizing Stable Diffusion for Intel CPUs with NNCF and 🤗 Optimum | AlexKoff88 | May 25, 2023 | train-optimize-sd-intel | diffusers, cpu, intel, guide, quantization | https://huggingface.co/blog/train-optimize-sd-intel | # Optimizing Stable Diffusion for Intel CPUs with NNCF and 🤗 Optimum [**Latent Diffusion models**](https://arxiv.org/abs/2112.10752) are game changers when it comes to solving text-to-image generation problems. [**Stable Diffusion**](https://stability.ai/blog/stable-diffusion-public-release) is one of the most famo... |
Introducing BERTopic Integration with Hugging Face Hub | davanstrien | May 31, 2023 | bertopic | guide, open-source-collab, community | https://huggingface.co/blog/bertopic | # Introducing BERTopic Integration with the Hugging Face Hub [](https://colab.research.google.com/#fileId=https://huggingface.co/spaces/davanstrien/blog_notebooks/blob/main/BERTopic_hub_starter.ipynb) We are thrilled to annou... |
Introducing the Hugging Face LLM Inference Container for Amazon SageMaker | philschmid | May 31, 2023 | sagemaker-huggingface-llm | cloud, aws, partnership, guide | https://huggingface.co/blog/sagemaker-huggingface-llm | # Introducing the Hugging Face LLM Inference Container for Amazon SageMaker This is an example on how to deploy the open-source LLMs, like [BLOOM](https://huggingface.co/bigscience/bloom) to Amazon SageMaker for inference using the new Hugging Face LLM Inference Container. We will deploy the 12B [Pythia Open Assista... |
Hugging Face Selected for the French Data Protection Agency Enhanced Support Program | yjernite | May 15, 2023 | cnil | ethics | https://huggingface.co/blog/cnil | # Hugging Face Selected for the French Data Protection Agency Enhanced Support Program *This blog post was originally published on [LinkedIn on 05/15/2023](https://www.linkedin.com/pulse/accompagnement-renforc%25C3%25A9-de-la-cnil-et-protection-des-donn%25C3%25A9es/)* We are happy to announce that Hugging Face has... |
Announcing the Open Source AI Game Jam 🎮 | ThomasSimonini | June 1, 2023 | game-jam | community | https://huggingface.co/blog/game-jam | # Announcing the Open Source AI Game Jam 🎮 <h2> Unleash Your Creativity with AI Tools and make a game in a weekend!</h2> <!-- {authors} --> We're thrilled to announce the first ever **Open Source AI Game Jam**, where you will create a game using AI tools. With AI's potential to enhance game experiences and workf... |
AI Speech Recognition in Unity | dylanebert | June 2, 2023 | unity-asr | community, guide, game-dev | https://huggingface.co/blog/unity-asr | # AI Speech Recognition in Unity [](https://itch.io/jam/open-source-ai-game-jam) ## Introduction This tutorial guides you through the process of implementing state-of-the... |
The Falcon has landed in the Hugging Face ecosystem | lvwerra | June 5, 2023 | falcon | nlp, community, research | https://huggingface.co/blog/falcon | # The Falcon has landed in the Hugging Face ecosystem ## Introduction Falcon is a new family of state-of-the-art language models created by the [Technology Innovation Institute](https://www.tii.ae/) in Abu Dhabi, and released under the Apache 2.0 license. **Notably, [Falcon-40B](https://huggingface.co/tiiuae/falcon... |
Welcome fastText to the 🤗 Hub | sheonhan | June 6, 2023 | fasttext | open-source-collab, nlp, partnerships | https://huggingface.co/blog/fasttext | # Welcome fastText to the Hugging Face Hub [fastText](https://fasttext.cc/) is a library for efficient learning of text representation and classification. [Open-sourced](https://fasttext.cc/blog/2016/08/18/blog-post.html) by Meta AI in 2016, fastText integrates key ideas that have been influential in natural languag... |
DuckDB: run SQL queries on 50,000+ datasets on the Hugging Face Hub | stevhliu | June 7, 2023 | hub-duckdb | guide | https://huggingface.co/blog/hub-duckdb | # DuckDB: run SQL queries on 50,000+ datasets on the Hugging Face Hub The Hugging Face Hub is dedicated to providing open access to datasets for everyone and giving users the tools to explore and understand them. You can find many of the datasets used to train popular large language models (LLMs) like [Falcon](https... |
The Hugging Face Hub for Galleries, Libraries, Archives and Museums | davanstrien | June 12, 2023 | hf-hub-glam-guide | community, guide | https://huggingface.co/blog/hf-hub-glam-guide | ## The Hugging Face Hub for Galleries, Libraries, Archives and Museums ### What is the Hugging Face Hub? Hugging Face aims to make high-quality machine learning accessible to everyone. This goal is pursued in various ways, including developing open-source code libraries such as the widely-used Transformers librar... |
Can foundation models label data like humans? | nazneen | June 12, 2023 | llm-leaderboard | nlp, evaluation, leaderboard | https://huggingface.co/blog/llm-leaderboard | # Can foundation models label data like humans? Since the advent of ChatGPT, we have seen unprecedented growth in the development of Large Language Models (LLMs), and particularly chatty models that are fine-tuned to follow instructions given in the form of prompts. However, how these models compare is unclear due to... |
Hugging Face and AMD partner on accelerating state-of-the-art models for CPU and GPU platforms | juliensimon | June 13, 2023 | huggingface-and-amd | hardware, amd, partnership | https://huggingface.co/blog/huggingface-and-amd | # Hugging Face and AMD partner on accelerating state-of-the-art models for CPU and GPU platforms <kbd> <img src="assets/148_huggingface_amd/01.png"> </kbd> Whether language models, large language models, or foundation models, transformers require significant computation for pre-training, fine-tuning, and inferen... |
Announcing our new Content Guidelines and Policy | giadap | June 15, 2023 | content-guidelines-update | community, ethics | https://huggingface.co/blog/content-guidelines-update | # Announcing our new Community Policy As a community-driven platform that aims to advance Open, Collaborative, and Responsible Machine Learning, we are thrilled to support and maintain a welcoming space for our entire community! In support of this goal, we've updated our [Content Policy](https://huggingface.co/conte... |
Deploy Livebook notebooks as apps to Hugging Face Spaces | josevalim | Jun 15, 2023 | livebook-app-deployment | elixir, notebooks, spaces, whisper | https://huggingface.co/blog/livebook-app-deployment | # Deploy Livebook notebooks as apps to Hugging Face Spaces The [Elixir](https://elixir-lang.org/) community has been making great strides towards Machine Learning and Hugging Face is playing an important role on making it possible. To showcase what you can already achieve with Elixir and Machine Learning today, we u... |
Faster Stable Diffusion with Core ML on iPhone, iPad, and Mac | pcuenq | June 15, 2023 | fast-diffusers-coreml | coreml, diffusers, stable-diffusion, diffusion, quantization | https://huggingface.co/blog/fast-diffusers-coreml | # Faster Stable Diffusion with Core ML on iPhone, iPad, and Mac WWDC’23 (Apple Worldwide Developers Conference) was held last week. A lot of the news focused on the Vision Pro announcement during the keynote, but there’s much more to it. Like every year, WWDC week is packed with more than 200 technical sessions that... |
Yes, Transformers are Effective for Time Series Forecasting (+ Autoformer) | elisim | June 16, 2023 | autoformer | guide, research, time-series | https://huggingface.co/blog/autoformer | # Yes, Transformers are Effective for Time Series Forecasting (+ Autoformer) <script async defer src="https://unpkg.com/medium-zoom-element@0/dist/medium-zoom-element.min.js"></script> <a target="_blank" href="https://colab.research.google.com/github/huggingface/notebooks/blob/main/examples/autoformer-transformers-... |
AI Policy @🤗: Response to the U.S. NTIA's Request for Comment on AI Accountability | yjernite | June 20, 2023 | policy-ntia-rfc | community, ethics | https://huggingface.co/blog/policy-ntia-rfc | # AI Policy @🤗: Response to the U.S. National Telecommunications and Information Administration’s (NTIA) Request for Comment on AI Accountability On June 12th, Hugging Face submitted a response to the US Department of Commerce NTIA request for information on AI Accountability policy. In our response, we stressed th... |
Fine-tuning MMS Adapter Models for Multi-Lingual ASR | patrickvonplaten | June 19, 2023 | mms_adapters | audio, research | https://huggingface.co/blog/mms_adapters | # **Fine-tuning MMS Adapter Models for Multi-Lingual ASR** <a target="_blank" href="https://colab.research.google.com/github/patrickvonplaten/notebooks/blob/master/Fine_Tune_MMS_on_Common_Voice.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> </a> ***New (06/2023... |
Panel on Hugging Face | sophiamyang | June 22, 2023 | panel-on-hugging-face | open-source-collab, panel, deployment, spaces, visualization, apps | https://huggingface.co/blog/panel-on-hugging-face | # Panel on Hugging Face We are thrilled to announce the collaboration between Panel and Hugging Face! 🎉 We have integrated a Panel template in Hugging Face Spaces to help you get started building Panel apps and deploy them on Hugging Face effortlessly. <a href="https://huggingface.co/new-space?template=Panel-Org/... |
What's going on with the Open LLM Leaderboard? | clefourrier | June 23, 2023 | evaluating-mmlu-leaderboard | community, research, nlp, evaluation, leaderboard | https://huggingface.co/blog/evaluating-mmlu-leaderboard | # What's going on with the Open LLM Leaderboard? Recently an interesting discussion arose on Twitter following the release of [**Falcon 🦅**](https://huggingface.co/tiiuae/falcon-40b) and its addition to the [Open LLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard), a public leaderboar... |
Ethics and Society Newsletter #4: Bias in Text-to-Image Models | sasha | June 26, 2023 | ethics-soc-4 | ethics | https://huggingface.co/blog/ethics-soc-4 | # Ethics and Society Newsletter #4: Bias in Text-to-Image Models **TL;DR: We need better ways of evaluating bias in text-to-image models** ## Introduction [Text-to-image (TTI) generation](https://huggingface.co/models?pipeline_tag=text-to-image&sort=downloads) is all the rage these days, and thousands of TTI mod... |
Accelerating Vision-Language Models: BridgeTower on Habana Gaudi2 | regisss | June 29, 2023 | bridgetower | partnerships, multimodal, nlp, cv, hardware | https://huggingface.co/blog/bridgetower | # Accelerating Vision-Language Models: BridgeTower on Habana Gaudi2 *Update (29/08/2023): A benchmark on H100 was added to this blog post. Also, all performance numbers have been updated with newer versions of software.* [Optimum Habana v1.7](https://github.com/huggingface/optimum-habana/tree/main) on Habana Gaudi2... |
Leveraging Hugging Face for complex generative AI use cases | jeffboudier | July 1, 2023 | writer-case-study | case-studies | https://huggingface.co/blog/writer-case-study | # Leveraging Hugging Face for complex generative AI use casess In this conversation, Jeff Boudier asks Waseem Alshikh, Co-founder and CTO of Writer, about their journey from a Hugging Face user, to a customer and now an open source model contributor. - why was Writer started? - what are the biggest misconceptions i... |
Making a web app generator with open ML models | jbilcke-hf | July 3, 2023 | text-to-webapp | guide, llm, apps | https://huggingface.co/blog/text-to-webapp | # Making a web app generator with open ML models As more code generation models become publicly available, it is now possible to do text-to-web and even text-to-app in ways that we couldn't imagine before. This tutorial presents a direct approach to AI web content generation by streaming and rendering the content a... |
Deploy LLMs with Hugging Face Inference Endpoints | philschmid | July 4, 2023 | inference-endpoints-llm | guide, llm, apps, inference | https://huggingface.co/blog/inference-endpoints-llm | # Deploy LLMs with Hugging Face Inference Endpoints Open-source LLMs like [Falcon](https://huggingface.co/tiiuae/falcon-40b), [(Open-)LLaMA](https://huggingface.co/openlm-research/open_llama_13b), [X-Gen](https://huggingface.co/Salesforce/xgen-7b-8k-base), [StarCoder](https://huggingface.co/bigcode/starcoder) or [Re... |
Making ML-powered web games with Transformers.js | Xenova | July 5, 2023 | ml-web-games | game-dev, guide, web, javascript, transformers.js | https://huggingface.co/blog/ml-web-games | # Making ML-powered web games with Transformers.js In this blog post, I'll show you how I made [**Doodle Dash**](https://huggingface.co/spaces/Xenova/doodle-dash), a real-time ML-powered web game that runs completely in your browser (thanks to [Transformers.js](https://github.com/xenova/transformers.js)). The goal... |
Fine-tuning Stable Diffusion models on Intel CPUs | juliensimon | July 14, 2023 | stable-diffusion-finetuning-intel | guide, intel, hardware, partnerships | https://huggingface.co/blog/stable-diffusion-finetuning-intel | # Fine-tuning Stable Diffusion Models on Intel CPUs Diffusion models helped popularize generative AI thanks to their uncanny ability to generate photorealistic images from text prompts. These models have now found their way into enterprise use cases like synthetic data generation or content creation. The Hugging Fa... |
Open-Source Text Generation & LLM Ecosystem at Hugging Face | merve | July 17, 2023 | os-llms | LLM, inference, nlp | https://huggingface.co/blog/os-llms | # Open-Source Text Generation & LLM Ecosystem at Hugging Face [Updated on July 24, 2023: Added Llama 2.] Text generation and conversational technologies have been around for ages. Earlier challenges in working with these technologies were controlling both the coherence and diversity of the text through inference p... |
Building an AI WebTV | jbilcke-hf | July 17, 2023 | ai-webtv | text-to-video, guide | https://huggingface.co/blog/ai-webtv | # Building an AI WebTV The AI WebTV is an experimental demo to showcase the latest advancements in automatic video and music synthesis. 👉 Watch the stream now by going to the [AI WebTV Space](https://huggingface.co/spaces/jbilcke-hf/AI-WebTV). If you are using a mobile device, you can view the stream from the [Tw... |
Llama 2 is here - get it on Hugging Face | osanseviero | July 18, 2023 | llama2 | nlp, community, research, LLM | https://huggingface.co/blog/llama2 | # Llama 2 is here - get it on Hugging Face ## Introduction Llama 2 is a family of state-of-the-art open-access large language models released by Meta today, and we’re excited to fully support the launch with comprehensive integration in Hugging Face. Llama 2 is being released with a very permissive community licens... |
Happy 1st anniversary 🤗 Diffusers! | stevhliu | July 20, 2023 | diffusers-turns-1 | community, open-source-collab, diffusion, diffusers | https://huggingface.co/blog/diffusers-turns-1 | # Happy 1st anniversary 🤗 Diffusers! 🤗 Diffusers is happy to celebrate its first anniversary! It has been an exciting year, and we're proud and grateful for how far we've come thanks to our community and open-source contributors. Last year, text-to-image models like DALL-E 2, Imagen, and Stable Diffusion captured ... |
Results of the Open Source AI Game Jam | ThomasSimonini | July 21, 2023 | game-jam-first-edition-results | game-dev | https://huggingface.co/blog/game-jam-first-edition-results | # Results of the Open Source AI Game Jam From July 7th to July 11th, **we hosted our [first Open Source AI Game Jam](https://itch.io/jam/open-source-ai-game-jam)**, an exciting event that challenged game developers to create innovative games within a tight 48-hour window using AI. The primary objective was **to cre... |
Introducing Agents.js: Give tools to your LLMs using JavaScript | nsarrazin | July 24, 2023 | agents-js | agents, javascript, web | https://huggingface.co/blog/agents-js | # Introducing Agents.js: Give tools to your LLMs using JavaScript We have recently been working on Agents.js at [huggingface.js](https://github.com/huggingface/huggingface.js/blob/main/packages/agents/README.md). It's a new library for giving tool access to LLMs from JavaScript in either the browser or the server. I... |
AI Policy @🤗: Open ML Considerations in the EU AI Act | yjernite | July 24, 2023 | eu-ai-act-oss | ethics | https://huggingface.co/blog/eu-ai-act-oss | # AI Policy @🤗: Open ML Considerations in the EU AI Act Like everyone else in Machine Learning, we’ve been following the EU AI Act closely at Hugging Face. It’s a ground-breaking piece of legislation that is poised to shape how democratic inputs interact with AI technology development around the world. It’s also th... |
Stable Diffusion XL on Mac with Advanced Core ML Quantization | pcuenq | July 27, 2023 | stable-diffusion-xl-coreml | coreml, stable-diffusion, stable-diffusion-xl, diffusers | https://huggingface.co/blog/stable-diffusion-xl-coreml | # Stable Diffusion XL on Mac with Advanced Core ML Quantization [Stable Diffusion XL](https://stability.ai/stablediffusion) was released yesterday and it’s awesome. It can generate large (1024x1024) high quality images; adherence to prompts has been improved with some new tricks; it can effortlessly produce very dar... |
Open-sourcing Knowledge Distillation Code and Weights of SD-Small and SD-Tiny | harishsegmind | August 1, 2023 | sd_distillation | stable-diffusion, research, diffusers | https://huggingface.co/blog/sd_distillation | # Open-sourcing Knowledge Distillation Code and Weights of SD-Small and SD-Tiny <p align="center"> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/distill_sd/Picture1.png" width=500> </p> In recent times, the AI community has witnessed a remarkable surge in the de... |
Practical 3D Asset Generation: A Step-by-Step Guide | dylanebert | August 01, 2023 | 3d-assets | community, guide, cv, diffusion, game-dev | https://huggingface.co/blog/3d-assets | # Practical 3D Asset Generation: A Step-by-Step Guide ## Introduction Generative AI has become an instrumental part of artistic workflows for game development. However, as detailed in my [earlier post](https://huggingface.co/blog/ml-for-games-3), text-to-3D lags behind 2D in terms of practical applicability. This i... |
Towards Encrypted Large Language Models with FHE | RomanBredehoft | August 02, 2023 | encrypted-llm | guide, privacy, research, FHE, llm | https://huggingface.co/blog/encrypted-llm | # Towards Encrypted Large Language Models with FHE Large Language Models (LLM) have recently been proven as reliable tools for improving productivity in many areas such as programming, content creation, text analysis, web search, and distance learning. ## The Impact of Large Language Models on Users' Privacy Despi... |
Huggy Lingo: Using Machine Learning to Improve Language Metadata on the Hugging Face Hub | davanstrien | August 2, 2023 | huggy-lingo | announcement, research | https://huggingface.co/blog/huggy-lingo | ## Huggy Lingo: Using Machine Learning to Improve Language Metadata on the Hugging Face Hub **tl;dr**: We're using machine learning to detect the language of Hub datasets with no language metadata, and [librarian-bots](https://huggingface.co/librarian-bots) to make pull requests to add this metadata. The Hugging ... |
Deploy MusicGen in no time with Inference Endpoints | reach-vb | August 4, 2023 | run-musicgen-as-an-api | audio, guide | https://huggingface.co/blog/run-musicgen-as-an-api | # Deploy MusicGen in no time with Inference Endpoints [MusicGen](https://huggingface.co/docs/transformers/main/en/model_doc/musicgen) is a powerful music generation model that takes in text prompt and an optional melody to output music. This blog post will guide you through generating music with MusicGen using [Inf... |
Releasing Swift Transformers: Run On-Device LLMs in Apple Devices | pcuenq | August 8, 2023 | swift-coreml-llm | guide, coreml, llm, swift | https://huggingface.co/blog/swift-coreml-llm | # Releasing Swift Transformers: Run On-Device LLMs in Apple Devices I have a lot of respect for iOS/Mac developers. I started writing apps for iPhones in 2007, when not even APIs or documentation existed. The new devices adopted some unfamiliar decisions in the constraint space, with a combination of power, screen r... |
Fine-tune Llama 2 with DPO | kashif | August 8, 2023 | dpo-trl | rl, rlhf, nlp | https://huggingface.co/blog/dpo-trl | # Fine-tune Llama 2 with DPO ## Introduction Reinforcement Learning from Human Feedback (RLHF) has become the de facto last training step of LLMs such as GPT-4 or Claude to ensure that the language model's outputs are aligned with human expectations such as chattiness or safety features. However, it brings some of ... |
Deploying Hugging Face Models with BentoML: DeepFloyd IF in Action | Sherlockk | August 9, 2023 | deploy-deepfloydif-using-bentoml | deployment, open-source-collab, bentoml, guide, diffusers | https://huggingface.co/blog/deploy-deepfloydif-using-bentoml | # Deploying Hugging Face Models with BentoML: DeepFloyd IF in Action Hugging Face provides a Hub platform that allows you to upload, share, and deploy your models with ease. It saves developers the time and computational resources required to train models from scratch. However, deploying models in a real-world produ... |
Optimizing Bark using 🤗 Transformers | ylacombe | August 9, 2023 | optimizing-bark | text-to-speech, optimization, benchmark, bark | https://huggingface.co/blog/optimizing-bark | # Optimizing a Text-To-Speech model using 🤗 Transformers <a target="_blank" href="https://colab.research.google.com/github/ylacombe/notebooks/blob/main/Benchmark_Bark_HuggingFace.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg"/> </a> 🤗 Transformers provides many of the latest state... |
Hugging Face Platform on the AWS Marketplace: Pay with your AWS Account | philschmid | August 10, 2023 | aws-marketplace | guide, announcement, partnerships, aws | https://huggingface.co/blog/aws-marketplace | # Hugging Face Platform on the AWS Marketplace: Pay with your AWS Account The [Hugging Face Platform](https://aws.amazon.com/marketplace/pp/prodview-n6vsyhdjkfng2) has landed on the AWS Marketplace. Starting today, you can subscribe to the Hugging Face Platform through AWS Marketplace to pay for your Hugging Face us... |
Introducing IDEFICS: An Open Reproduction of State-of-the-art Visual Language Model | VictorSanh | August 22, 2023 | idefics | research, nlp, cv | https://huggingface.co/blog/idefics | # Introducing IDEFICS: An Open Reproduction of State-of-the-Art Visual Language Model We are excited to release IDEFICS (**I**mage-aware **D**ecoder **E**nhanced à la **F**lamingo with **I**nterleaved **C**ross-attention**S**), an open-access visual language model. IDEFICS is based on [Flamingo](https://huggingface.... |
Introducing SafeCoder | jeffboudier | August 22, 2023 | safecoder | announcement, partnerships, vmware, bigcode | https://huggingface.co/blog/safecoder | # Introducing SafeCoder Today we are excited to announce SafeCoder - a code assistant solution built for the enterprise. The goal of SafeCoder is to unlock software development productivity for the enterprise, with a fully compliant and self-hosted pair programmer. In marketing speak: “your own on-prem GitHub copil... |
Making LLMs lighter with AutoGPTQ and transformers | marcsun13 | August 23, 2023 | gptq-integration | llm, optimization, quantization | https://huggingface.co/blog/gptq-integration | # Making LLMs lighter with AutoGPTQ and transformers Large language models have demonstrated remarkable capabilities in understanding and generating human-like text, revolutionizing applications across various domains. However, the demands they place on consumer hardware for training and deployment have become incre... |
Deprecation of Git Authentication using password | Sylvestre | August 25, 2023 | password-git-deprecation | announcement, security | https://huggingface.co/blog/password-git-deprecation | # Hugging Face Hub: Important Git Authentication Changes Because we are committed to improving the security of our services, we are making changes to the way you authenticate when interacting with the Hugging Face Hub through Git. Starting from **October 1st, 2023**, we will no longer accept passwords as a way to au... |
Code Llama: Llama 2 learns to code | philschmid | August 25, 2023 | codellama | nlp, community, research, LLM | https://huggingface.co/blog/codellama | # Code Llama: Llama 2 learns to code ## Introduction Code Llama is a family of state-of-the-art, open-access versions of [Llama 2](https://huggingface.co/blog/llama2) specialized on code tasks, and we’re excited to release integration in the Hugging Face ecosystem! Code Llama has been released with the same permiss... |
AudioLDM 2, but faster ⚡️ | sanchit-gandhi | Aug 30, 2023 | audioldm2 | guide, audio, diffusers, diffusion | https://huggingface.co/blog/audioldm2 | # AudioLDM 2, but faster ⚡️ <a target="_blank" href="https://colab.research.google.com/github/sanchit-gandhi/notebooks/blob/main/AudioLDM-2.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> </a> AudioLDM 2 was proposed in [AudioLDM 2: Learning Holistic Audio Gener... |
Fetch Cuts ML Processing Latency by 50% Using Amazon SageMaker & Hugging Face | Violette | September 1, 2023 | fetch-case-study | case-studies | https://huggingface.co/blog/fetch-case-study | # Fetch Cuts ML Processing Latency by 50% Using Amazon SageMaker & Hugging Face _This article is a cross-post from an originally published post on September 2023 [on AWS's website](https://aws.amazon.com/fr/solutions/case-studies/fetch-case-study/)._ ## Overview Consumer engagement and rewards company [Fetch](htt... |
Spread Your Wings: Falcon 180B is here | philschmid | September 6, 2023 | falcon-180b | nlp, community, research, LLM | https://huggingface.co/blog/falcon-180b | # Spread Your Wings: Falcon 180B is here ## Introduction **Today, we're excited to welcome [TII's](https://falconllm.tii.ae/) Falcon 180B to HuggingFace!** Falcon 180B sets a new state-of-the-art for open models. It is the largest openly available language model, with 180 billion parameters, and was trained on a ma... |
Efficient Controllable Generation for SDXL with T2I-Adapters | Adapter | September 8, 2023 | t2i-sdxl-adapters | guide, collaboration, diffusers, diffusion | https://huggingface.co/blog/t2i-sdxl-adapters | # Efficient Controllable Generation for SDXL with T2I-Adapters <p align="center"> <img src="https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/blog/t2i-adapters-sdxl/hf_tencent.png" height=180/> </p> [T2I-Adapter](https://huggingface.co/papers/2302.08453) is an efficient plug-and-play m... |
SafeCoder vs. Closed-source Code Assistants | julsimon | September 11, 2023 | safecoder-vs-closed-source-code-assistants | bigcode | https://huggingface.co/blog/safecoder-vs-closed-source-code-assistants | # SafeCoder vs. Closed-source Code Assistants For decades, software developers have designed methodologies, processes, and tools that help them improve code quality and increase productivity. For instance, agile, test-driven development, code reviews, and CI/CD are now staples in the software industry. In "How Go... |
Overview of natively supported quantization schemes in 🤗 Transformers | ybelkada | September 12, 2023 | overview-quantization-transformers | llm, optimization, quantization, comparison, bitsandbytes, gptq | https://huggingface.co/blog/overview-quantization-transformers | # Overview of natively supported quantization schemes in 🤗 Transformers We aim to give a clear overview of the pros and cons of each quantization scheme supported in transformers to help you decide which one you should go for. Currently, quantizing models are used for two main purposes: - Running inference of a ... |
Fine-tuning Llama 2 70B using PyTorch FSDP | smangrul | September 13, 2023 | ram-efficient-pytorch-fsdp | llm, guide, nlp | https://huggingface.co/blog/ram-efficient-pytorch-fsdp | # Fine-tuning Llama 2 70B using PyTorch FSDP ## Introduction In this blog post, we will look at how to fine-tune Llama 2 70B using PyTorch FSDP and related best practices. We will be leveraging Hugging Face Transformers, Accelerate and TRL. We will also learn how to use Accelerate with SLURM. Fully Sharded Data Pa... |
Introducing Würstchen: Fast Diffusion for Image Generation | dome272 | September 13, 2023 | wuerstchen | diffusion, diffusers, text-to-image | https://huggingface.co/blog/wuerstchen | # Introducing Würstchen: Fast Diffusion for Image Generation  ## What is Würstchen? Würstchen is a diffusion model, whose text-conditional component works... |
Optimizing your LLM in production | patrickvonplaten | Sep 15, 2023 | optimize-llm | nlp, research, LLM | https://huggingface.co/blog/optimize-llm | # Optimizing your LLM in production <a target="_blank" href="https://colab.research.google.com/github/patrickvonplaten/notebooks/blob/master/Getting_the_most_out_of_LLMs.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> </a> ***Note***: *This blog post is also ava... |
Object Detection Leaderboard | rafaelpadilla | September 18, 2023 | object-detection-leaderboard | community, guide, cv, leaderboard, evaluation | https://huggingface.co/blog/object-detection-leaderboard | # Object Detection Leaderboard: Decoding Metrics and Their Potential Pitfalls Welcome to our latest dive into the world of leaderboards and models evaluation. In a [previous post](https://huggingface.co/blog/evaluating-mmlu-leaderboard), we navigated the waters of evaluating Large Language Models. Today, we set sa... |
Introduction to 3D Gaussian Splatting | dylanebert | September 18, 2023 | gaussian-splatting | community, guide, cv, game-dev | https://huggingface.co/blog/gaussian-splatting | # Introduction to 3D Gaussian Splatting 3D Gaussian Splatting is a rasterization technique described in [3D Gaussian Splatting for Real-Time Radiance Field Rendering](https://huggingface.co/papers/2308.04079) that allows real-time rendering of photorealistic scenes learned from small samples of images. This article... |
Rocket Money x Hugging Face: Scaling Volatile ML Models in Production | nicokuzak | September 19, 2023 | rocketmoney-case-study | case-studies | https://huggingface.co/blog/rocketmoney-case-study | # Rocket Money x Hugging Face: Scaling Volatile ML Models in Production #### "We discovered that they were not just service providers, but partners who were invested in our goals and outcomes” _- Nicolas Kuzak, Senior ML Engineer at Rocket Money._ ## Scaling and Maintaining ML Models in Production Without an MLOps ... |
Inference for PROs | osanseviero | September 22, 2023 | inference-pro | community, guide, inference, api, llm, stable-diffusion | https://huggingface.co/blog/inference-pro | # Inference for PROs  Today, we're introducing Inference for PRO users - a community offering that gives you access to APIs of curated endpoints for some of the mo... |
Llama 2 on Amazon SageMaker a Benchmark | philschmid | September 26, 2023 | llama-sagemaker-benchmark | guide, inference, llm, aws | https://huggingface.co/blog/llama-sagemaker-benchmark | # Llama 2 on Amazon SageMaker a Benchmark  Deploying large language models (LLMs) and other generative AI models can be challenging due to their computational requirements and latency needs. To provide useful recommendations to companies looking to d... |
Non-engineers guide: Train a LLaMA 2 chatbot | 2legit2overfit | September 28, 2023 | Llama2-for-non-engineers | guide, community, nlp | https://huggingface.co/blog/Llama2-for-non-engineers | # Non-engineers guide: Train a LLaMA 2 chatbot ## Introduction In this tutorial we will show you how anyone can build their own open-source ChatGPT without ever writing a single line of code! We’ll use the LLaMA 2 base model, fine tune it for chat with an open-source instruction dataset and then deploy the model to... |
Finetune Stable Diffusion Models with DDPO via TRL | metric-space | September 29, 2023 | trl-ddpo | guide, diffusers, rl, rlhf | https://huggingface.co/blog/trl-ddpo | # Finetune Stable Diffusion Models with DDPO via TRL ## Introduction Diffusion models (e.g., DALL-E 2, Stable Diffusion) are a class of generative models that are widely successful at generating images most notably of the photorealistic kind. However, the images generated by these models may not always be on par wi... |
Ethics and Society Newsletter #5: Hugging Face Goes To Washington and Other Summer 2023 Musings | meg | September 29, 2023 | ethics-soc-5 | ethics | https://huggingface.co/blog/ethics-soc-5 | # Ethics and Society Newsletter #5: Hugging Face Goes To Washington and Other Summer 2023 Musings One of the most important things to know about “ethics” in AI is that it has to do with **values**. Ethics doesn’t tell you what’s right or wrong, it provides a vocabulary of values – transparency, safety, justice – ... |
Deploying the AI Comic Factory using the Inference API | jbilcke-hf | October 2, 2023 | ai-comic-factory | guide, inference, api, llm, stable-diffusion | https://huggingface.co/blog/ai-comic-factory | # Deploying the AI Comic Factory using the Inference API We recently announced [Inference for PROs](https://huggingface.co/blog/inference-pro), our new offering that makes larger models accessible to a broader audience. This opportunity opens up new possibilities for running end-user applications using Hugging Face ... |
Chat Templates: An End to the Silent Performance Killer | rocketknight1 | October 3, 2023 | chat-templates | LLM, nlp, community | https://huggingface.co/blog/chat-templates | # Chat Templates > *A spectre is haunting chat models - the spectre of incorrect formatting!* ## tl;dr Chat models have been trained with very different formats for converting conversations into a single tokenizable string. Using a format different from the format a model was trained with will usually cause severe,... |
Accelerating Stable Diffusion XL Inference with JAX on Cloud TPU v5e | pcuenq | October 3, 2023 | sdxl_jax | sdxl, jax, stable diffusion, guide, tpu, google | https://huggingface.co/blog/sdxl_jax | # Accelerating Stable Diffusion XL Inference with JAX on Cloud TPU v5e Generative AI models, such as Stable Diffusion XL (SDXL), enable the creation of high-quality, realistic content with wide-ranging applications. However, harnessing the power of such models presents significant challenges and computational costs.... |
Accelerating over 130,000 Hugging Face models with ONNX Runtime | sschoenmeyer | October 4, 2023 | ort-accelerating-hf-models | open-source-collab, onnxruntime, onnx, inference | https://huggingface.co/blog/ort-accelerating-hf-models | # Accelerating over 130,000 Hugging Face models with ONNX Runtime ## What is ONNX Runtime? ONNX Runtime is a cross-platform machine learning tool that can be used to accelerate a wide variety of models, particularly those with ONNX support. ## Hugging Face ONNX Runtime Support There are over 130,000 ONNX-supported... |
Gradio-Lite: Serverless Gradio Running Entirely in Your Browser | abidlabs | October 19, 2023 | gradio-lite | gradio, open-source, serverless | https://huggingface.co/blog/gradio-lite | # Gradio-Lite: Serverless Gradio Running Entirely in Your Browser Gradio is a popular Python library for creating interactive machine learning apps. Traditionally, Gradio applications have relied on server-side infrastructure to run, which can be a hurdle for developers who need to host their applications. Enter G... |
Exploring simple optimizations for SDXL | sayakpaul | October 24, 2023 | simple_sdxl_optimizations | diffusers, guide, sdxl | https://huggingface.co/blog/simple_sdxl_optimizations | # Exploring simple optimizations for SDXL <a target="_blank" href="https://colab.research.google.com/github/huggingface/notebooks/blob/main/diffusers/exploring_simple%20optimizations_for_sdxl.ipynb"> <img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"/> </a> [Stable Diffusion ... |
The N Implementation Details of RLHF with PPO | vwxyzjn | October 24, 2023 | the_n_implementation_details_of_rlhf_with_ppo | research, rl, rlhf | https://huggingface.co/blog/the_n_implementation_details_of_rlhf_with_ppo | # The N Implementation Details of RLHF with PPO RLHF / ChatGPT has been a popular research topic these days. In our quest to research more on RLHF, this blog post attempts to do a reproduction of OpenAI’s 2019 original RLHF codebase at [*openai/lm-human-preferences*](https://github.com/openai/lm-human-preferences). D... |
Deploy Embedding Models with Hugging Face Inference Endpoints | philschmid | October 24, 2023 | inference-endpoints-embeddings | guide, llm, apps, inference | https://huggingface.co/blog/inference-endpoints-embeddings | # Deploy Embedding Models with Hugging Face Inference Endpoints The rise of Generative AI and LLMs like ChatGPT has increased the interest and importance of embedding models for a variety of tasks especially for retrievel augemented generation, like search or chat with your data. Embeddings are helpful since they rep... |
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