Concrete
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    • What is Concrete?
    • Installation
    • Quick start
    • Quick overview
    • Terminology
  • Operations
    • Table Lookups basics
    • Non-linear operations
    • Other operations
  • Compilation
    • Combining compiled functions
    • Key-related options for faster execution
    • Compression
    • Reusing arguments
    • Parameter compatibility with restrictions
    • Common errors
  • Execution / Analysis
    • Simulation
    • Debugging and artifact
    • Performance
    • GPU acceleration
    • Rust integration
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  • Guides
    • Configure
    • Manage keys
    • Deploy
    • TFHE-rs Interoperability
    • Optimization
  • Tutorials
    • See all tutorials
    • Part I: Concrete - FHE compiler
    • Part II: The Architecture of Concrete
  • References
    • API
    • Supported operations
  • Explanations
    • Compiler workflow
    • Advanced features
    • Cryptography basics
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    • Frontend fusing
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  1. Tutorials

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Start here

  • Part I - Concrete, Zama's Fully Homomorphic Encryption Compiler

  • Part II - The Architecture of Concrete, Zama's Fully Homomorphic Encryption Compiler Leveraging MLIR

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Code examples on GitHub

  • Floating points

  • Key value database

  • Game of Life

  • XOR distance

  • SHA1 with Modules

  • Levenshtein distance with Modules

  • Inventory Matching System

  • Private Information Retrieval

  • TFHE-rs Interoperability

Blog tutorials

  • The Encrypted Game of Life in Python Using Concrete - November 2023

  • Encrypted Key-value Database Using Homomorphic Encryption - March 2023

Video tutorials

  • Compute an XOR distance in FHE using Concrete - May 2024

  • Speed up neural networks with approximate rounding using Concrete - May 2024

  • Compile composable functions with Concrete - February 2024

  • How to use dynamic table look-ups using Concrete - October 2023

  • Dive into Concrete - Zama's Fully Homomorphic Encryption Compiler - October 2023

  • How To Get Started With Concrete - Zama's Fully Homomorphic Encryption Compiler - July 2023

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