README.md

---
title: README
emoji: 🌐
colorFrom: blue
colorTo: indigo
sdk: static
pinned: false
---

![Hugging Face x Google Cloud](https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/google-cloud/thumbnail.png)

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  <a href="https://research.google/" class="text-blue-600 dark:text-blue-400 hover:underline">Google Research Papers</a>
  <span class="mx-2 text-gray-300 dark:text-gray-700">|</span>
  <a href="https://ai.google/responsibility/principles/" class="text-blue-600 dark:text-blue-400 hover:underline">Responsible AI Principles</a>
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  <a href="https://blog.google/" class="text-blue-600 dark:text-blue-400 hover:underline">Google Blog</a>
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  <a href="https://cloud.google.com/blog/" class="text-blue-600 dark:text-blue-400 hover:underline">Google Cloud Blog</a>
  <span class="mx-2 text-gray-300 dark:text-gray-700">|</span>
  <a href="https://deepmind.google/discover/blog/" class="text-blue-600 dark:text-blue-400 hover:underline">Google DeepMind Blog</a>
  <span class="mx-2 text-gray-300 dark:text-gray-700">|</span>
  <a href="https://developers.google.com/learn?category=aiandmachinelearning" class="text-blue-600 dark:text-blue-400 hover:underline">Google AI/ML Developers</a>
  <span class="mx-2 text-gray-300 dark:text-gray-700">|</span>
  <a href="https://research.google/blog/" class="text-blue-600 dark:text-blue-400 hover:underline">Google Research Blog</a>
</div>

# Google on Hugging Face

Welcome to the official **Google** organization on Hugging Face. [Google collaborates with Hugging Face](https://huggingface.co/blog/gcp-partnership) across open science, open source, cloud, and hardware to enable enterprises and developers to innovate with AI [on Google Cloud AI services and infrastructure with the Hugging Face ecosystem](https://huggingface.co/docs/google-cloud/main/en/index).

<!-- SECTION 1: FEATURED MODELS AND TOOLS -->
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    Featured Models and Tools
  </h2>
</div>

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  <a href="https://huggingface.co/collections/google/gemma-4" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">
      Gemma Family of Open Models
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Open multimodal and language models built from Gemini research, including Gemma, PaliGemma, CodeGemma, RecurrentGemma, and ShieldGemma.
    </p>
  </a>

  <a href="https://huggingface.co/collections/google/bert-release-64ff5e7a4be99045d1896dbc" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">
      BERT Release Collection
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Pioneering bidirectional encoder representations from transformers for natural language understanding.
    </p>
  </a>

  <a href="https://huggingface.co/collections/google/t5-release-65005e7c520f8d7b4d037918" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#FBBC04] dark:hover:border-[#FBBC04] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #FBBC04;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#FBBC04] transition-colors">
      T5 Release Collection
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Text-to-Text Transfer Transformer models for unified natural language processing tasks.
    </p>
  </a>

  <a href="https://github.com/google-research/timesfm" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#EA4335] dark:hover:border-[#EA4335] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #EA4335;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#EA4335] transition-colors">
      TimesFM Foundation Model
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      A pretrained time-series foundation model for time-series forecasting.
    </p>
  </a>

  <a href="https://huggingface.co/collections/google/health-ai-developer-foundations-hai-def-6744dc060bc19b6cf631bb0f" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">
      Health AI Foundations
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Open models for medical image and clinical text comprehension to accelerate healthcare applications.
    </p>
  </a>

  <a href="https://deepmind.google/technologies/synthid/" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">
      SynthID Technology
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Google DeepMind technology that watermarks and identifies AI-generated content across text, audio, image, and video.
    </p>
  </a>
</div>

<!-- SECTION 2: ON-DEVICE ML WITH GOOGLE AI EDGE -->
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  <h2 class="text-xl md:text-2xl font-bold tracking-tight text-gray-900 dark:text-gray-100 m-0">
    On-Device ML with Google AI Edge
  </h2>
</div>

On-device machine learning using Google AI Edge:

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  <a href="http://ai.google.dev/edge" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">Google AI Edge</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      On-device machine learning using Google AI Edge tools, runtimes, and documentation.
    </p>
  </a>

  <a href="https://ai.google.dev/edge/mediapipe/solutions/guide" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">MediaPipe Solutions</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Low-code frameworks and customizable solutions for common vision and audio tasks.
    </p>
  </a>

  <a href="https://ai.google.dev/edge/lite" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#FBBC04] dark:hover:border-[#FBBC04] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #FBBC04;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#FBBC04] transition-colors">LiteRT</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Run pretrained or custom models on-device with LiteRT (previously known as TensorFlow Lite).
    </p>
  </a>

  <a href="https://github.com/google-ai-edge/ai-edge-torch" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#EA4335] dark:hover:border-[#EA4335] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #EA4335;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#EA4335] transition-colors">AI Edge Torch</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Convert PyTorch models to LiteRT and author high-performance on-device LLMs.
    </p>
  </a>

  <a href="https://ai.google.dev/edge/model-explorer" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">Model Explorer</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Visualize model graphs and architectures with Model Explorer documentation guide.
    </p>
  </a>
</div>

<!-- SECTION 3: AUTHORING & HIGH-PERFORMANCE FRAMEWORKS -->
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    Authoring &amp; High-Performance Frameworks
  </h2>
</div>

Author ML models with MaxText, JAX, Keras, TensorFlow, PyTorch/XLA, and notable open-source repositories:

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  <a href="https://github.com/google/jax" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">JAX</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      High-performance numerical computing and machine learning library for accelerators.
    </p>
  </a>

  <a href="https://github.com/google/flax" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">Flax</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Flexible neural network library for JAX designed for scale and research experimentation.
    </p>
  </a>

  <a href="https://github.com/google/maxtext" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#FBBC04] dark:hover:border-[#FBBC04] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #FBBC04;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#FBBC04] transition-colors">MaxText</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Scalable, high-performance LLM training and inference engine written in JAX.
    </p>
  </a>

  <a href="https://github.com/keras-team/keras" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#EA4335] dark:hover:border-[#EA4335] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #EA4335;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#EA4335] transition-colors">Keras</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Multi-backend deep learning framework for modular and flexible model authoring.
    </p>
  </a>

  <a href="https://github.com/tensorflow/tensorflow" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">TensorFlow</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      End-to-end open-source platform for machine learning and production deployment.
    </p>
  </a>

  <a href="https://github.com/pytorch/xla" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">PyTorch/XLA</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Enable PyTorch models and training workloads on Google TPUs and XLA devices.
    </p>
  </a>

  <a href="https://github.com/openxla/xla" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#FBBC04] dark:hover:border-[#FBBC04] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #FBBC04;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#FBBC04] transition-colors">OpenXLA</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Open-source machine learning compiler for GPUs, CPUs, and accelerators.
    </p>
  </a>

  <a href="https://github.com/huggingface/optimum-tpu" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#EA4335] dark:hover:border-[#EA4335] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #EA4335;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#EA4335] transition-colors">Optimum-TPU</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Seamless TPU acceleration for Hugging Face transformers and training stacks.
    </p>
  </a>

  <a href="https://github.com/kubernetes-sigs/lws" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">LWS (LeaderWorkerSet)</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Kubernetes deployment patterns for multi-host AI/ML inference workloads.
    </p>
  </a>

  <a href="https://github.com/huggingface/Google-Cloud-Containers" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">Google Cloud Containers</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Deep Learning Containers for training and deploying Hugging Face models on Cloud.
    </p>
  </a>

  <a href="https://gke-ai-labs.dev/" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#FBBC04] dark:hover:border-[#FBBC04] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #FBBC04;">
    <div class="font-semibold text-gray-900 dark:text-gray-100 group-hover:text-[#FBBC04] transition-colors">GKE AI Labs</div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      A collection of AI examples, best-practices, and prebuilt Kubernetes solutions.
    </p>
  </a>
</div>

<!-- SECTION 4: GOOGLE CLOUD PARTNERSHIP & DEPLOYMENT -->
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  <h2 class="text-xl md:text-2xl font-bold tracking-tight text-gray-900 dark:text-gray-100 m-0">
    Google Cloud Partnership &amp; Deployment
  </h2>
</div>

Train and deploy models on GKE and Vertex AI from Hugging Face landing pages, Deep Learning Containers, and Marketplace integrations:

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  <a href="https://huggingface.co/blog/tpu-inference-endpoints-spaces" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#4285F4] dark:hover:border-[#4285F4] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #4285F4;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#4285F4] transition-colors">
      Inference Endpoints and Spaces
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Deploy Hugging Face Hub models on Google Cloud CPU, GPU, or TPU infrastructure.
    </p>
  </a>

  <a href="https://cloud.google.com/deep-learning-containers/docs/choosing-container#hugging-face" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#34A853] dark:hover:border-[#34A853] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #34A853;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#34A853] transition-colors">
      Deep Learning Containers (DLCs)
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Hugging Face Deep Learning Containers optimized for Google Cloud training and serving.
    </p>
  </a>

  <a href="https://huggingface.co/docs/huggingface_hub/v0.23.3/en/quick-start#environment-variable" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#FBBC04] dark:hover:border-[#FBBC04] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #FBBC04;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#FBBC04] transition-colors">
      Google Colab &amp; Hugging Face authentication
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Securely manage Hugging Face authentication tokens in Colab environment secrets.
    </p>
  </a>

  <a href="https://huggingface.co/docs/hugs/how-to/cloud/gcp" class="block p-5 rounded-xl border border-gray-200 dark:border-gray-800 hover:border-[#EA4335] dark:hover:border-[#EA4335] hover:bg-gray-50/60 dark:hover:bg-gray-900/40 transition-all no-underline group" style="border-top: 3px solid #EA4335;">
    <div class="font-semibold text-lg text-gray-900 dark:text-gray-100 group-hover:text-[#EA4335] transition-colors">
      HUGS via Cloud Marketplace
    </div>
    <p class="text-sm text-gray-600 dark:text-gray-400 mt-2 mb-0 leading-relaxed">
      Deploy zero-configuration Hugging Face generative AI microservices on Google Cloud.
    </p>
  </a>
</div>