google-cloud/pr_155/en/resources.md

📄 Other Resources

Learn how to use Hugging Face in Google Cloud by reading our blog posts, presentations, Google documentation and examples below.

Blog posts

• Building for an Open Future - our new partnership with Google Cloud
• Hugging Face and Google partner for open AI collaboration
• Google Cloud TPUs made available to Hugging Face users
• Making thousands of open LLMs bloom in the Vertex AI Model Garden
• Deploy Meta Llama 3.1 405B on Google Cloud Vertex AI

Presentations

• Gemma Developer Day in Tokyo | Unleashing Gemma in production with Hugging Face Text Generation Inference (TGI)

Google Documentation

• Google Cloud Hugging Face Deep Learning Containers
• Google Cloud public Artifact Registry for DLCs
• Serve Gemma open models using GPUs on GKE with Hugging Face TGI
• Generative AI on Vertex - Use Hugging Face text generation models

Examples

• All examples

Vertex AI

• Inference

  • Deploy BERT Models with PyTorch Inference DLC on Vertex AI
  • Deploy Embedding Models with TEI DLC on Vertex AI
  • Deploy FLUX with PyTorch Inference DLC on Vertex AI
  • Deploy Gemma 7B with TGI DLC from GCS on Vertex AI
  • Deploy Gemma 7B with TGI DLC on Vertex AI
  • Deploy Llama 3.2 11B Vision with TGI DLC on Vertex AI
  • Deploy Meta Llama 3.1 405B with TGI DLC on Vertex AI

• Training

  • Fine-tune Mistral 7B v0.3 with PyTorch Training DLC using SFT on Vertex AI
  • Fine-tune Mistral 7B with PyTorch Training DLC using SFT + LoRA on Vertex AI

• Evaluation

  • Evaluate open LLMs with Vertex AI and Gemini

GKE

• Inference

  • Deploy BGE Base v1.5 with TEI DLC from GCS on GKE
  • Deploy Gemma2 with multiple LoRA adapters with TGI DLC on GKE
  • Deploy Llama 3.1 405B with TGI DLC on GKE
  • Deploy Llama 3.2 11B Vision with TGI DLC on GKE
  • Deploy Meta Llama 3 8B with TGI DLC on GKE
  • Deploy Qwen2 7B with TGI DLC from GCS on GKE
  • Deploy Snowflake's Arctic Embed with TEI DLC on GKE

• Training

  • Fine-tune Gemma 2B with PyTorch Training DLC using SFT on GKE
  • Fine-tune Mistral 7B v0.3 with PyTorch Training DLC using SFT + LoRA on GKE

Cloud Run

• Inference

  • 100,000 FineWiki embeddings with EmbeddingGemma on Cloud Run
  • Deploy Gemma2 9B with TGI DLC on Cloud Run
  • Deploy Llama 3.1 8B with TGI DLC on Cloud Run