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README.md

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| --------- | ------------------------------------------------------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------- |
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| Vertex AI | [examples/vertex-ai/notebooks/trl-lora-sft-fine-tuning-on-vertex-ai](./examples/vertex-ai/notebooks/trl-lora-sft-fine-tuning-on-vertex-ai) | Fine-tune Gemma 2B with PyTorch Training DLC using SFT + LoRA on Vertex AI |
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| Vertex AI | [examples/vertex-ai/notebooks/trl-full-sft-fine-tuning-on-vertex-ai](./examples/vertex-ai/notebooks/trl-full-sft-fine-tuning-on-vertex-ai) | Fine-tune Mistral 7B v0.3 with PyTorch Training DLC using SFT on Vertex AI |
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| Vertex AI | [examples/vertex-ai/pipelines/fine-tune-paligemma-2-with-pytorch](./examples/vertex-ai/pipelines/fine-tune-paligemma-2-with-pytorch) | Fine-tune PaliGemma 2 with PyTorch Training DLC on Vertex AI |
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| GKE | [examples/gke/trl-full-fine-tuning](./examples/gke/trl-full-fine-tuning) | Fine-tune Gemma 2B with PyTorch Training DLC using SFT on GKE |
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| GKE | [examples/gke/trl-lora-fine-tuning](./examples/gke/trl-lora-fine-tuning) | Fine-tune Mistral 7B v0.3 with PyTorch Training DLC using SFT + LoRA on GKE |
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| GKE | [examples/gke/tgi-llama-405b-deployment](./examples/gke/tgi-llama-405b-deployment) | Deploy Llama 3.1 405B with TGI DLC on GKE |
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| GKE | [examples/gke/tgi-llama-vision-deployment](./examples/gke/tgi-llama-vision-deployment) | Deploy Llama 3.2 11B Vision with TGI DLC on GKE |
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| GKE | [examples/gke/tgi-deployment](./examples/gke/tgi-deployment) | Deploy Meta Llama 3 8B with TGI DLC on GKE |
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| GKE | [examples/gke/deploy-paligemma-2-with-tgi](./examples/gke/deploy-paligemma-2-with-tgi) | Deploy PaliGemma 2 with TGI DLC on GKE |
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| GKE | [examples/gke/tgi-from-gcs-deployment](./examples/gke/tgi-from-gcs-deployment) | Deploy Qwen2 7B with TGI DLC from GCS on GKE |
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| GKE | [examples/gke/tei-deployment](./examples/gke/tei-deployment) | Deploy Snowflake's Arctic Embed with TEI DLC on GKE |
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| Cloud Run | [examples/cloud-run/deploy-gemma-2-on-cloud-run](./examples/cloud-run/deploy-gemma-2-on-cloud-run) | Deploy Gemma2 9B with TGI DLC on Cloud Run |

docs/source/resources.mdx

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- [Fine-tune Gemma 2B with PyTorch Training DLC using SFT + LoRA on Vertex AI](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/vertex-ai/notebooks/trl-lora-sft-fine-tuning-on-vertex-ai)
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- [Fine-tune Mistral 7B v0.3 with PyTorch Training DLC using SFT on Vertex AI](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/vertex-ai/notebooks/trl-full-sft-fine-tuning-on-vertex-ai)
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- [Fine-tune PaliGemma 2 with PyTorch Training DLC on Vertex AI](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/vertex-ai/pipelines/fine-tune-paligemma-2-with-pytorch)
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- Evaluation
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- [Deploy Llama 3.1 405B with TGI DLC on GKE](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/gke/tgi-llama-405b-deployment)
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- [Deploy Llama 3.2 11B Vision with TGI DLC on GKE](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/gke/tgi-llama-vision-deployment)
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- [Deploy Meta Llama 3 8B with TGI DLC on GKE](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/gke/tgi-deployment)
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- [Deploy PaliGemma 2 with TGI DLC on GKE](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/gke/deploy-paligemma-2-with-tgi)
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- [Deploy Qwen2 7B with TGI DLC from GCS on GKE](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/gke/tgi-from-gcs-deployment)
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- [Deploy Snowflake's Arctic Embed with TEI DLC on GKE](https://github.com/huggingface/Google-Cloud-Containers/tree/main/examples/gke/tei-deployment)
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examples/cloud-run/README.md

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## Training Examples
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Coming soon!
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Coming soon!

examples/gke/README.md

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| Example | Title |
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| ------------------------------------------------------------ | ------------------------------------------------------------- |
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| [deploy-paligemma-2-with-tgi](./deploy-paligemma-2-with-tgi) | Deploy PaliGemma 2 with TGI DLC on GKE |
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| [tei-deployment](./tei-deployment) | Deploy Snowflake's Arctic Embed with TEI DLC on GKE |
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| [tei-from-gcs-deployment](./tei-from-gcs-deployment) | Deploy BGE Base v1.5 with TEI DLC from GCS on GKE |
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| [tgi-deployment](./tgi-deployment) | Deploy Meta Llama 3 8B with TGI DLC on GKE |

examples/vertex-ai/README.md

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| ---------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------- |
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| [notebooks/trl-lora-sft-fine-tuning-on-vertex-ai](./notebooks/trl-lora-sft-fine-tuning-on-vertex-ai) | Fine-tune Gemma 2B with PyTorch Training DLC using SFT + LoRA on Vertex AI |
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| [notebooks/trl-full-sft-fine-tuning-on-vertex-ai](./notebooks/trl-full-sft-fine-tuning-on-vertex-ai) | Fine-tune Mistral 7B v0.3 with PyTorch Training DLC using SFT on Vertex AI |
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| [notebooks/fine-tune-paligemma-2-with-pytorch](./notebooks/fine-tune-paligemma-2-with-pytorch) | Fine-tune PaliGemma 2 with PyTorch Training DLC on Vertex AI |
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### Inference Examples
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