Projects in Awesome Lists tagged with model-serving

https://github.com/vllm-project/vllm

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

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

Last synced: 29 Jan 2026

https://github.com/bentoml/bentoml

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

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

Last synced: 12 May 2025

https://github.com/bentoml/BentoML

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

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

Last synced: 12 Mar 2025

https://github.com/ahkarami/deep-learning-in-production

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

angularjs c-plus-plus caffe2 convert-pytorch-models deep-learning deep-neural-networks flask keras model-serving mxnet production python pytorch react rest-api serving serving-pytorch-models tensorflow-models tesnorflow tutorial

Last synced: 14 May 2025

https://github.com/ahkarami/Deep-Learning-in-Production

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

angularjs c-plus-plus caffe2 convert-pytorch-models deep-learning deep-neural-networks flask keras model-serving mxnet production python pytorch react rest-api serving serving-pytorch-models tensorflow-models tesnorflow tutorial

Last synced: 14 Mar 2025

https://github.com/FedML-AI/FedML

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.

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

Last synced: 04 Apr 2025

https://github.com/kserve/kserve

Standardized Serverless ML Inference Platform on Kubernetes

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

Last synced: 13 May 2025

https://github.com/beclab/olares

Olares: An Open-Source Personal Cloud to Reclaim Your Data

ai-agents ai-privacy edge-ai home-automation home-cloud home-server homelab homeserver kubernetes local-ai mcp model-serving personal-cloud self-hosted

Last synced: 12 Feb 2026

https://github.com/fedml-ai/fedml

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.

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

Last synced: 08 May 2025

https://github.com/modeltc/lightllm

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

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

Last synced: 13 May 2025

https://github.com/predibase/lorax

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

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

Last synced: 12 May 2025

https://github.com/HuaizhengZhang/Awesome-System-for-Machine-Learning

🚀 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.

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

Last synced: 09 Apr 2025

https://github.com/ModelTC/lightllm

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

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

Last synced: 20 Mar 2025

https://github.com/tensorchord/envd

🏕️ Reproducible development environment

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

Last synced: 03 Oct 2025

https://github.com/microsoft/aici

AICI: Prompts as (Wasm) Programs

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

Last synced: 14 May 2025

https://github.com/beclab/Olares

Olares: An Open-Source Sovereign Cloud OS for Local AI

ai-agents ai-privacy edge-ai home-automation homelab homeserver kubernetes local-ai mcp model-serving nas self-hosted

Last synced: 02 May 2025

https://github.com/mlrun/mlrun

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.

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

Last synced: 18 Feb 2026

https://github.com/logicalclocks/hopsworks

Hopsworks - Data-Intensive AI platform with a Feature Store

aws azure data-science feature-engineering feature-management feature-store gcp governance hopsworks kserve machine-learning ml mlops model-serving pyspark python serverless

Last synced: 14 May 2025

https://github.com/basetenlabs/truss

The simplest way to serve AI/ML models in production

artificial-intelligence easy-to-use falcon inference-api inference-server machine-learning model-serving open-source packaging stable-diffusion whisper wizardlm

Last synced: 26 Feb 2026

https://github.com/zhihu/zhilight

A highly optimized LLM inference acceleration engine for Llama and its variants.

cuda deepseek-r1 gpt inference-engine llama llm llm-inference llm-serving model-serving pytorch

Last synced: 15 May 2025

https://github.com/alibaba/rtp-llm

RTP-LLM: Alibaba's high-performance LLM inference engine for diverse applications.

gpt inference llama llm llm-serving llmops model-serving

Last synced: 14 Oct 2025

https://github.com/mosecorg/mosec

A high-performance ML model serving framework, offers dynamic batching and CPU/GPU pipelines to fully exploit your compute machine

cv deep-learning gpu hacktoberfest jax llm llm-serving machine-learning machine-learning-platform mlops model-serving mxnet nerual-network python pytorch rust tensorflow tts

Last synced: 14 May 2025

https://github.com/bentoml/yatai

Model Deployment at Scale on Kubernetes 🦄️

bentoml k8s kubernetes machine-learning mlops model-deployment model-serving

Last synced: 16 May 2025

https://github.com/bentoml/Yatai

Model Deployment at Scale on Kubernetes 🦄️

bentoml k8s kubernetes machine-learning mlops model-deployment model-serving

Last synced: 24 Mar 2025

https://github.com/kitops-ml/kitops

An open source DevOps tool for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI artifact.

ai code datasets devops devops-tools gguf hacktoberfest kubernetes kubernetes-deployment ml mlops mlops-tools model-interpretability model-serving models opensource platform-engineering pytorch sklearn tensorflow

Last synced: 15 May 2025

https://github.com/vllm-project/vllm-ascend

Community maintained hardware plugin for vLLM on Ascend

ascend inference llm llm-serving llmops mlops model-serving transformer vllm

Last synced: 27 Feb 2026

https://github.com/efeslab/Nanoflow

A throughput-oriented high-performance serving framework for LLMs

cuda inference llama2 llm llm-serving model-serving

Last synced: 21 Apr 2025

https://github.com/efeslab/nanoflow

A throughput-oriented high-performance serving framework for LLMs

cuda inference llama2 llm llm-serving model-serving

Last synced: 16 May 2025

https://github.com/kitops-ml/kitops?tab=readme-ov-file

An open source DevOps tool for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI artifact.

ai code datasets devops devops-tools gguf hacktoberfest kubernetes kubernetes-deployment ml mlops mlops-tools model-interpretability model-serving models opensource platform-engineering pytorch sklearn tensorflow

Last synced: 28 Apr 2025

https://github.com/openvinotoolkit/model_server

A scalable inference server for models optimized with OpenVINO™

ai cloud dag deep-learning edge genai inference kubernetes machine-learning model-serving openvino serving

Last synced: 14 May 2025

https://github.com/jozu-ai/kitops

An open source DevOps tool for packaging and versioning AI/ML models, datasets, code, and configuration into an OCI artifact.

ai code datasets devops devops-tools gguf hacktoberfest kubernetes kubernetes-deployment ml mlops mlops-tools model-interpretability model-serving models opensource platform-engineering pytorch sklearn tensorflow

Last synced: 16 Mar 2025

https://github.com/underneathall/pinferencia

Python + Inference - Model Deployment library in Python. Simplest model inference server ever.

ai artificial-intelligence computer-vision data-science deep-learning huggingface inference inference-server machine-learning model-deployment model-serving modelserver nlp paddlepaddle predict python pytorch serving tensorflow transformers

Last synced: 08 Oct 2025

https://github.com/ServerlessLLM/ServerlessLLM

Serverless LLM Serving for Everyone.

cuda huggingface-transformers large-language-models model-as-a-service model-serving pytorch serverless-inference

Last synced: 07 May 2025

https://github.com/eightBEC/fastapi-ml-skeleton

FastAPI Skeleton App to serve machine learning models production-ready.

fastapi machine-learning model-serving python python3

Last synced: 15 Mar 2025

https://github.com/serverlessllm/serverlessllm

Serverless LLM Serving for Everyone.

cuda huggingface-transformers large-language-models model-as-a-service model-serving pytorch serverless-inference

Last synced: 15 May 2025

https://github.com/bentoml/BentoDiffusion

BentoDiffusion: A collection of diffusion models served with BentoML

ai diffusion-models fine-tuning kubernetes lora model-serving stable-diffusion

Last synced: 17 Aug 2025

https://github.com/bentoml/bentodiffusion

BentoDiffusion: A collection of diffusion models served with BentoML

ai diffusion-models fine-tuning kubernetes lora model-serving stable-diffusion

Last synced: 16 May 2025

https://github.com/ai-hypercomputer/jetstream

JetStream is a throughput and memory optimized engine for LLM inference on XLA devices, starting with TPUs (and GPUs in future -- PRs welcome).

gemma gpt gpu inference jax large-language-models llama llama2 llm llm-inference llmops mlops model-serving pytorch tpu transformer

Last synced: 23 Oct 2025

https://github.com/AI-Hypercomputer/JetStream

JetStream is a throughput and memory optimized engine for LLM inference on XLA devices, starting with TPUs (and GPUs in future -- PRs welcome).

gemma gpt gpu inference jax large-language-models llama llama2 llm llm-inference llmops mlops model-serving pytorch tpu transformer

Last synced: 31 Mar 2025

https://github.com/aniketmaurya/chitra

A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.

bounding-boxes deep-learning fastapi gradcam hacktoberfest image-classification image-dataset image-processing machine-learning mlops model-deployment model-interpretation model-serving model-visualization object-detection python pytorch tensorflow visualization

Last synced: 15 May 2025

https://github.com/lightbend/kafka-with-akka-streams-kafka-streams-tutorial

Code samples for the Lightbend tutorial on writing microservices with Akka Streams, Kafka Streams, and Kafka

akka kafka-streams model-serving

Last synced: 02 May 2025

https://github.com/clearml/clearml-serving

ClearML - Model-Serving Orchestration and Repository Solution

ai clearml deep-learning devops kubernetes machine-learning mlops model-serving serving serving-ml serving-pytorch-models tensorflow-serving triton triton-inference-server

Last synced: 17 Jun 2025

https://github.com/FederatedAI/FATE-Serving

A scalable, high-performance serving system for federated learning models

federated-learning inference model-serving model-versioning monitor

Last synced: 16 Nov 2025

https://github.com/bentoml/gallery

BentoML Example Projects 🎨

aws-lambda aws-sagemaker azure-machine-learning bentoml data-science gallery gcp-cloud-functions machine-learning machine-learning-library machine-learning-workflow model-deployment model-management model-serving serverless

Last synced: 04 Feb 2026

https://github.com/project-monai/monai-deploy-app-sdk

MONAI Deploy App SDK offers a framework and associated tools to design, develop and verify AI-driven applications in the healthcare imaging domain.

ai deep-learning deploy dicom healthcare image-processing machine-learning medical-imaging ml ml-infrastructure ml-platform mlops model-deployment model-serving monai pipeline python pytorch workflow

Last synced: 16 May 2025

https://github.com/alvarobartt/serving-pytorch-models

Serving PyTorch models with TorchServe :fire:

image-classification machine-learning mlops model-deployment model-serving pytorch pytorch-cnn serve-pytorch torchserve

Last synced: 12 Apr 2025

https://github.com/notai-tech/fastdeploy

Deploy DL/ ML inference pipelines with minimal extra code.

deep-learning docker falcon gevent gunicorn http-server inference-server model-deployment model-serving python pytorch serving streaming-audio tensorflow-serving tf-serving torchserve triton triton-inference-server triton-server websocket

Last synced: 13 Apr 2025

https://github.com/nimbleboxai/nbox

The official python package for NimbleBox. Exposes all APIs as CLIs and contains modules to make ML 🌸

data-science machine-learning ml-infrastructure ml-platform ml-service mlops mlops-automation mlops-pipeline mlops-tool mlops-workflow model-deployment model-management model-monitoring model-serving practical-mlops

Last synced: 14 Dec 2025

https://github.com/aporia-ai/inferencedb

🚀 Stream inferences of real-time ML models in production to any data lake (Experimental)

kafka machine-learning mlops model-monitoring model-serving s3

Last synced: 30 Apr 2025

https://github.com/balavenkatesh3322/model_deployment

A collection of model deployment library and technique.

aws azure caffe data-science deep-learning keras machine-learning model model-deployment model-server model-serving mxnet neural-network pytorch serving serving-pytorch-models serving-recommendation serving-tensors tensorflow

Last synced: 22 Apr 2025

https://github.com/thu-pacman/chitu

High-performance inference framework for large language models, focusing on efficiency, flexibility, and availability.

deepseek gpu llm llm-serving model-serving pytorch

Last synced: 17 Mar 2025

https://github.com/alibaba/servegen

A framework for generating realistic LLM serving workloads

deepseek llm llm-serving model-serving qwen

Last synced: 14 Oct 2025

https://github.com/kspviswa/PyOMlx

A wannabe Ollama equivalent for Apple MlX models

chatbot mlx model-serving

Last synced: 10 Apr 2025

https://github.com/ai-hypercomputer/jetstream-pytorch

PyTorch/XLA integration with JetStream (https://github.com/google/JetStream) for LLM inference"

attention batching gemma inference llama llama2 llm llm-inference model-serving pytorch tpu

Last synced: 27 Oct 2025

https://github.com/messense/fasttext-serving

fastText model serving service

fasttext model-server model-serving nlp

Last synced: 04 Apr 2025

https://github.com/bentoml/clip-api-service

CLIP as a service - Embed image and sentences, object recognition, visual reasoning, image classification and reverse image search

ai-applications clip cloud-native mlops model-inference model-inference-service model-serving openai-clip

Last synced: 04 May 2025

https://github.com/bentoml/BentoOCR

Turn any OCR models into online inference API endpoint 🚀 🌖

ai-applications model-deployment model-serving ocr ocr-python

Last synced: 04 May 2025

https://github.com/alvarobartt/serving-tensorflow-models

Serving TensorFlow models with TensorFlow Serving :orange_book:

image-classification machine-learning mlops model-deployment model-serving serve-tensorflow-models tensorflow tensorflow-serving

Last synced: 12 Apr 2025

https://github.com/bentoml/transformers-nlp-service

Online Inference API for NLP Transformer models - summarization, text classification, sentiment analysis and more

llm llmops mlops model-deployment model-inference-service model-serving nlp nlp-machine-learning online-inference transformer

Last synced: 04 May 2025

https://github.com/kspviswa/pyomlx

A wannabe Ollama equivalent for Apple MlX models

chatbot mlx model-serving

Last synced: 18 Sep 2025

https://github.com/galileo-galilei/kedro-mlflow-tutorial

A tutorial on how to use kedro-mlflow plugin (https://github.com/Galileo-Galilei/kedro-mlflow) to synchronize training and inference and serve kedro pipeline

kedro kedro-mlflow kedro-tutorial mlflow mlops model-serving

Last synced: 12 May 2025

https://github.com/lightbend/kubeflow-recommender

Kubeflow example of machine learning/model serving

kubeflow machine-learning model-serving

Last synced: 02 May 2025

https://github.com/ml-libs/mlserve

mlserve turns your python models into RESTful API, serves web page with form generated to match your input data.

machine-learning mlserve model-deployment model-serving scikit-learn

Last synced: 28 Jan 2026

https://github.com/modzy/sdk-python

Python library for Modzy Machine Learning Operations (MLOps) Platform

ai-security api-client deployment docker drift-detection explainable-ai kuberenetes machine-learning machine-learning-operations microservices mlops model-deployment model-serving production-machine-learning python serving

Last synced: 29 Jun 2025

https://github.com/yuruofeifei/mms

MXNet Model Serving

model-serving mxnet

Last synced: 17 Apr 2025

https://github.com/a2i2/surround

Surround is a framework for building AI driven microservices in Python, https://surround.readthedocs.io/en/latest/

data-science machine-learning model-serving pipeline-framework python

Last synced: 14 Jan 2026

https://github.com/animator/titus2

Titus 2 : Portable Format for Analytics (PFA) implementation for Python 3.4+

analytics inference inference-engine ml-engine model-deployment model-evaluation model-serving pfa pfa-standard pmml python scoring scoring-engine titus

Last synced: 22 Aug 2025

https://github.com/bentoml/fraud-detection-model-serving

Online model serving with Fraud Detection model trained with XGBoost on IEEE-CIS dataset

ai-applications fraud-detection model-deployment model-serving

Last synced: 07 Aug 2025

https://github.com/h2oai/mlops-dai-runtimes

Production ready templates for deploying Driverless AI (DAI) scorers. https://h2oai.github.io/dai-deployment-templates/

h2o h2oai machine-learning model-deployment model-server model-serving mojo

Last synced: 07 Apr 2025

https://github.com/ksm26/efficiently-serving-llms

Learn the ins and outs of efficiently serving Large Language Models (LLMs). Dive into optimization techniques, including KV caching and Low Rank Adapters (LoRA), and gain hands-on experience with Predibase’s LoRAX framework inference server.

batch-processing deep-learning-techniques inference-optimization large-scale-deployment machine-learning-operations model-acceleration model-inference-service model-serving optimization-techniques performance-enhancement scalability-strategies server-optimization serving-infrastructure text-generation

Last synced: 02 Aug 2025

https://github.com/galileo-galilei/kedro-serving

A kedro-plugin to serve Kedro Pipelines as API

fastapi kedro kedro-plugin mlops model-serving pipeline-serving serving

Last synced: 12 May 2025

https://github.com/rishit-dagli/tfserving-demos

TF Serving demos

jupyter-notebook model-serving python3 tensorflow tensorflow-model-server tensorflow-serving tensorflow2

Last synced: 07 May 2025

https://github.com/bentoml/diffusers-examples

API serving for your diffusers models

bentoml diffusers model-deployment model-serving

Last synced: 22 Jul 2025

https://github.com/yas-sim/openvino-model-server-wrapper

Python wrapper class for OpenVINO Model Server. User can submit inference request to OVMS with just a few lines of code.

ai area-intrusion-detection cloud deep-learning edge grpc grpc-client inference intel line-crossing-detection model-serving object-tracking openvino openvino-docker openvino-model-server python serving tensorflow-serving triton-inference-server

Last synced: 01 Aug 2025

https://github.com/adrien-legros/rhods-mnist

Data science pipelines and model serving using Red Hat OpenShift Data Science

data-science model-serving openshift-ai pipelines redhat rhoai rhods

Last synced: 17 Jan 2026

https://github.com/kristofferv98/whisper_turboapi

An optimized FastAPI server for OpenAI's Whisper whisper-large-v3-turbo model using MLX optimization

ai api asynchronous audio audio-processing fastapi huggingface machine-learning macos mlx model-serving nlp openai optimization python speech-to-text synchronous transcription whisper whisper-turbo

Last synced: 12 May 2025

https://github.com/peva3/smarterrouter

SmarterRouter: An intelligent LLM gateway and VRAM-aware router for Ollama, llama.cpp, and OpenAI. Features semantic caching, model profiling, and automatic failover for local AI labs.

ai-cache ai-gateway docker fastapi gpu-monitoring llm llm-proxy llm-router local-llm model-serving ollama ollama-api openai-proxy self-hosted self-hosted-ai semantic-cache