https://github.com/secretflow/serving

SecretFlow-Serving is a serving system for privacy-preserving machine learning models.
https://github.com/secretflow/serving

federated-learning machine-learning privacy-preserving secure-multiparty-computation serving serving-ml

Last synced: 11 days ago
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SecretFlow-Serving is a serving system for privacy-preserving machine learning models.

• Host: GitHub
• URL: https://github.com/secretflow/serving
• Owner: secretflow
• License: apache-2.0
• Created: 2023-09-15T08:00:06.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2025-11-25T08:55:55.000Z (3 months ago)
• Last Synced: 2025-11-28T15:43:39.277Z (3 months ago)
• Topics: federated-learning, machine-learning, privacy-preserving, secure-multiparty-computation, serving, serving-ml
• Language: C++
• Homepage: https://www.secretflow.org.cn/en/docs/serving
• Size: 2.53 MB
• Stars: 15
• Watchers: 2
• Forks: 5
• Open Issues: 14
• Metadata Files:
  • Readme: README.md
  • Changelog: CHANGELOG.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE
  • Security: SECURITY.md

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README

          
# SecretFlow-Serving

[![CircleCI](https://dl.circleci.com/status-badge/img/gh/secretflow/serving/tree/main.svg?style=svg)](https://dl.circleci.com/status-badge/redirect/gh/secretflow/serving/tree/main)

SecretFlow-Serving is a serving system for privacy-preserving machine learning models.

## Serve a model

```bash

# Download the Secretflow Serving Docker image

docker pull secretflow/serving-anolis8:latest

# Start Secretflow Serving container and open the REST API port

cd examples

docker-compose up -d

# Query the model using the predict API

curl --location 'http://127.0.0.1:9010/PredictionService/Predict' \

    --header 'Content-Type: application/json' \

    --data '{

        "service_spec": {

            "id": "test_service_id"

        },

        "fs_params": {

            "alice": {

                "query_datas": [

                    "a"

                ]

            },

            "bob": {

                "query_datas": [

                    "a"

                ]

            }

        }

    }'

```

## Contribution Guidelines

If you would like to contribute to SecretFlow-Serving, please check [Contribution guidelines](CONTRIBUTING.md).

This documentation also contains instructions for [build and testing](CONTRIBUTING.md#build).