Use CaseLarge Language ModelsGenerative AIComputer VisionNatural Language Processing LibraryDataServeTrain FrameworkAWS NeuronPyTorchLightningTransformersAccelerateDeepSpeedTensorFlowHorovodXGBoostHugging FaceData-JuicervLLMAny All ExamplesMaintained by the Ray TeamContributed by the Ray Community Sorry! We could not find an example matching that filter. Help us improve our examples by suggesting one. Tell us what example you would like to have. Image Classification Batch Inference with PyTorch ResNet152Beginner. Data. PyTorch.Computer Vision ray-teamObject Detection Batch Inference with PyTorch FasterRCNN_ResNet50Beginner. Data. PyTorch.Computer Vision ray-teamImage Classification Batch Inference with Hugging Face Vision TransformerBeginner. Data. Transformers.Computer Vision ray-teamBatch Inference with LoRA AdapterBeginner. Data. vLLM.Large Language Models Generative AI ray-teamBatch Inference with Structural OutputBeginner. Data. vLLM.Large Language Models Generative AI ray-teamTabular Data Training and Batch Inference with XGBoostBeginner. Data. XGBoost. ray-teamServe ML ModelsBeginner. Serve. PyTorch.Computer Vision ray-teamServe a Stable Diffusion ModelBeginner. Serve.Computer Vision Generative AI ray-teamServe a Text Classification ModelBeginner. Serve.Natural Language Processing ray-teamServe an Object Detection ModelBeginner. Serve.Computer Vision ray-teamServe an Inference Model on AWS NeuronCores Using FastAPIIntermediate. Serve.Natural Language Processing ray-teamServe an Inference with Stable Diffusion Model on AWS NeuronCores Using FastAPIIntermediate. Serve.Computer Vision Generative AI ray-teamServe a model on Intel Gaudi AcceleratorIntermediate. Serve. PyTorch.Generative AI Large Language Models ray-teamScale a Gradio App with Ray ServeIntermediate. Serve.Generative AI Large Language Models Natural Language Processing ray-teamServe a Text Generator with Request BatchingIntermediate. Serve.Generative AI Large Language Models Natural Language Processing ray-teamServe DeepSeekBeginner. Serve.Generative AI Large Language Models Natural Language Processing ray-teamServe a Chatbot with Request and Response StreamingIntermediate. Serve.Generative AI Large Language Models Natural Language Processing ray-teamServing models with Triton Server in Ray ServeIntermediate. Serve.Computer Vision Generative AI ray-teamServe a Java AppAdvanced. Serve. ray-teamTrain an image classifier with PyTorchBeginner. Train. PyTorch.Computer Vision ray-teamTrain an image classifier with LightningBeginner. Train. Lightning.Computer Vision ray-teamTrain a text classifier with Hugging Face AccelerateBeginner. Train. Accelerate. PyTorch. Hugging Face.Large Language Models Natural Language Processing ray-teamTrain an image classifier with TensorFlowBeginner. Train. TensorFlow.Computer Vision ray-teamTrain with Horovod and PyTorchBeginner. Train. Horovod. ray-teamTrain ResNet model with Intel GaudiBeginner. Train. PyTorch.Computer Vision community*Contributed by the Ray Community💪 ✨Train BERT model with Intel GaudiBeginner. Train. Transformers.Natural Language Processing community*Contributed by the Ray Community💪 ✨Train a text classifier with DeepSpeedIntermediate. Train. DeepSpeed. PyTorch.Large Language Models Natural Language Processing ray-teamFine-tune a personalized Stable Diffusion modelIntermediate. Train. PyTorch.Computer Vision Generative AI ray-teamFinetune Stable Diffusion and generate images with Intel GaudiIntermediate. Train. Accelerate. Transformers.Computer Vision Generative AI community*Contributed by the Ray Community💪 ✨Train a text classifier with PyTorch Lightning and Ray DataIntermediate. Train. Lightning.Natural Language Processing ray-teamTrain a text classifier with Hugging Face TransformersIntermediate. Train. Transformers.Natural Language Processing ray-teamFine-tune Llama-2-7b and Llama-2-70b with Intel GaudiIntermediate. Train. Accelerate. Transformers.Natural Language Processing Large Language Models community*Contributed by the Ray Community💪 ✨Pre-train Llama-2 with Intel GaudiIntermediate. Train. Accelerate. Transformers. DeepSpeed.Natural Language Processing Large Language Models community*Contributed by the Ray Community💪 ✨Fine-tune Llama3.1 with AWS TrainiumAdvanced. Train. PyTorch. AWS Neuron.Natural Language Processing Large Language Models community*Contributed by the Ray Community💪 ✨Fine-tune a Llama-2 text generation model with DeepSpeed and Hugging Face AccelerateAdvanced. Train. Accelerate. DeepSpeed. Hugging Face.Natural Language Processing Large Language Models ray-teamFine-tune a GPT-J-6B text generation model with DeepSpeed and Hugging Face TransformersAdvanced. Train. Hugging Face. DeepSpeed.Natural Language Processing Large Language Models Generative AI ray-teamFine-tune a vicuna-13b text generation model with PyTorch Lightning and DeepSpeedAdvanced. Train. Lightning. DeepSpeed.Large Language Models Generative AI ray-teamFine-tune a dolly-v2-7b text generation model with PyTorch Lightning and FSDPAdvanced. Train. Lightning.Large Language Models Generative AI Natural Language Processing ray-teamTrain a tabular model with XGBoostBeginner. Train. XGBoost. ray-team
