Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, Mixtral, Gemma, Phi, MiniCPM, Qwen-VL, MiniCPM-V, etc.) on Intel XPU (e.g., local PC with iGPU and NPU, discrete GPU such as Arc, Flex and Max); seamlessly integrate with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, vLLM, GraphRAG, DeepSpeed, Axolotl, etc
1. Modeling with Ray and processing data with PySpark
orca function
+ray application
withorca RayOnSpark
2. Modeling with Orca Estimator and processing data with Ray
ray dataset
+orca estimator
3. Modeling with Orca Estimator and feeding model with data iterator (Pytorch DataLoader/TF Dataset)
data creator
+orca estimator
4. Modeling with Orca Estimator and processing data with native python code
RayXShards
+orca estimator