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tensorflow/serving

serving

A flexible, high-performance serving system for machine learning models

View on GitHub↗Upstream tensorflow/serving↗

Builder

tensorflow

tensorflow

tensorflow • individual

Stars

6,353

Using upstream star count

Forks

2,203

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Jan 26, 2016

Project creation date

README Summary

[![Ubuntu Build Status](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu.html) [![Ubuntu Build Status at TF HEAD](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu-tf-head.svg)](https://storage.googleapis.com/tensorflow-serving-kokoro-build-badges-bucket/ubuntu-tf-head.html) ![Docker CPU Nightly Build Status](https://storage.googleapis.com

Community Evaluation

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AI Dev Skills

Unmapped

Container OrchestrationDistributed Systems ArchitecturegRPC Protocol ImplementationLoad BalancingMicroservices ArchitectureModel DeploymentModel Serving InfrastructureModel VersioningProduction ML SystemsRESTful API DesignTensorFlow Model Optimization

Tags

Container OrchestrationDistributed Systems ArchitecturegRPC Protocol ImplementationLoad BalancingMicroservices ArchitectureModel DeploymentModel Serving InfrastructureModel VersioningProduction ML SystemsRESTful API DesignTensorFlow Model OptimizationAPIC++DockerEmbeddingsForkedKubernetesMachine LearningPythonTensorFlowTutorial

Taxonomy

AI Trends

MLOpsProduction AI SystemsModel Serving Optimization

category

MLOps & InfrastructureRAG & RetrievalModel TrainingDev Tools & AutomationLearning Resources

Deployment Context

Cloud APISelf-hostedOn-premiseServerless

Modalities

TabularImageTextMultimodal

Skill Areas

Model Serving InfrastructureProduction ML SystemsDistributed Systems ArchitectureModel DeploymentRESTful API DesigngRPC Protocol ImplementationTensorFlow Model OptimizationMicroservices ArchitectureContainer OrchestrationLoad BalancingModel Versioning

tag

APIC++DockerEmbeddingsForkedKubernetesMachine LearningPythonTensorFlowTutorial

Use Cases

Real-time Model InferenceBatch Model PredictionA/B Testing for ML ModelsModel Version ManagementScalable API Endpoints for MLProduction ML Pipeline Deployment

Recent Activity

Updated 5 months ago

7 Days

0

30 Days

0

90 Days

0

Quality

production
Quality
medium
Maturity
production

Categories

MLOps & InfrastructurePrimaryRAG & RetrievalDev Tools & AutomationLearning ResourcesModel TrainingOther AI / ML

PM Skills

Scale & ReliabilityProduct DiscoveryDeveloper Platform

Languages

C++100.0%

Timeline

Project created
Jan 26, 2016
Forked
Mar 22, 2026
Your last push
5 months ago
Upstream last push
21 days ago
Tracked since
Dec 18, 2025

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