model-serving

Here are 144 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 Dec 23, 2024
Python

bentoml / BentoML

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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 Dec 20, 2024
Python

ahkarami / Deep-Learning-in-Production

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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 Dec 20, 2024
Python

kserve / kserve

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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 Dec 23, 2024
Python

HuaizhengZhang / AI-System-School

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🚀 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

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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 Dec 23, 2024
Python

predibase / lorax

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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 Dec 20, 2024
Python

tensorchord / envd

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🏕️ Reproducible development environment

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

Updated Oct 7, 2024
Go

microsoft / aici

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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

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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