model-serving

Here are 143 public repositories matching this topic...

vllm-project / vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

amd cuda inference pytorch transformer llama gpt rocm model-serving tpu hpu mlops xpu llm inferentia llmops llm-serving trainium

Updated Nov 22, 2024
Python

bentoml / BentoML

Star

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

python machine-learning deep-learning model-serving multimodal mlops ml-engineering ai-inference llm generative-ai llmops llm-serving model-inference-service llm-inference inference-platform

Updated Nov 22, 2024
Python

ahkarami / Deep-Learning-in-Production

Star

In this repository, I will share some useful notes and references about deploying deep learning-based models in production.

Updated Nov 9, 2024

FEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on any GPU cloud or on-premise cluster. Built on this library, TensorOpera AI (https://TensorOpera.ai) is your generative AI platform at scale.

machine-learning deep-learning inference-engine model-deployment model-serving distributed-training federated-learning mlops edge-ai ai-agent on-device-training

Updated Nov 11, 2024
Python

kserve / kserve

Star

Standardized Serverless ML Inference Platform on Kubernetes

kubernetes machine-learning tensorflow sklearn pytorch artificial-intelligence xgboost k8s service-mesh hacktoberfest istio model-serving kubeflow mlops knative model-interpretability kserve genai llm-inference

Updated Nov 21, 2024
Python

HuaizhengZhang / AI-System-School

Star

🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys, etc. 🗃️ Llama3, Mistral, etc. 🧑‍💻 Video Tutorials.

model-serving model-training mlsys ai-infra large-language-models genai llmsys

Updated Aug 14, 2024

ModelTC / lightllm

Star

LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalability, and high-speed performance.

nlp deep-learning llama gpt model-serving llm openai-triton

Updated Nov 22, 2024
Python

predibase / lorax

Star

Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs

transformers pytorch llama gpt lora model-serving fine-tuning llm llmops llm-serving llm-inference

Updated Nov 22, 2024
Python

tensorchord / envd

Star

🏕️ Reproducible development environment

docker developer-tools development-environment hacktoberfest model-serving buildkit mlops mlops-workflow llmops

Updated Oct 7, 2024
Go

microsoft / aici

Star

AICI: Prompts as (Wasm) Programs

rust ai wasm inference transformer language-model model-serving wasmtime llm llmops llm-serving llm-inference llm-framework

Updated Nov 10, 2024
Rust

mlrun / mlrun

Star

MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.

python kubernetes workflow data-science machine-learning data-engineering model-serving mlops experiment-tracking mlops-workflow