google/heir

Última atividade de origem registrada: 5 de maio de 2026 às 02:03

Catálogo do SkillsMP atualizado: 2 de novembro de 2026 às 18:02

skills coletadas: 4

Estrelas no GitHub: 946
Forks no GitHub: 181

Instalar com um assistente de IA

Copie este prompt para o assistente de IA que você usa.

Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/google/heir.

README do repositório

Arquivo de origem do README: README.md

Ler o README original

Expandir README completo

# HEIR: Homomorphic Encryption Intermediate Representation ![GitHub Workflow Status (with event)](https://img.shields.io/github/actions/workflow/status/google/heir/build_and_test.yml) ![GitHub Contributors](https://img.shields.io/github/contributors/google/heir) ![GitHub Discussions](https://img.shields.io/github/discussions/google/heir) ![GitHub License](https://img.shields.io/github/license/google/heir) [![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/google/heir/badge)](https://securityscorecards.dev/viewer/?uri=github.com/google/heir) An MLIR-based toolchain for [homomorphic encryption](https://en.wikipedia.org/wiki/Homomorphic_encryption) compilers. Read the docs at [the HEIR website](https://heir.dev). For more information on MLIR, see the [MLIR homepage](https://mlir.llvm.org/). ## Quickstart There are currently three ways to use HEIR: - Use [`bazel`](https://bazel.build/) and [`rules_heir`](https://registry.bazel.build/modules/rules_heir/) with either the [OpenFHE](https://openfhe.org/) or [Lattigo](https://github.com/tuneinsight/lattigo) backends. - Install [OpenFHE](https://openfhe.org/) and use the [`heir_py`](https://pypi.org/project/heir-py/) Python package. - Install HEIR from source and invoke the `heir-opt` and `heir-translate` binaries directly, extracting the generated backend code and integrating it into your project manually. See [Getting Started](https://heir.dev/docs/getting_started/) for more details. ## Building from source This project uses `bazel` for its build system. Install [bazelisk](https://github.com/bazelbuild/bazelisk) to manage the bazel version automatically. Then, with `bazel` on your path (pointing to `bazelisk`), run the following to build the main pass-running tool. ```bash bazel build //tools:heir-opt ``` Or run an end-to-end test like ```bash bazel test //tests/Examples/openfhe/ckks/halevi_shoup_matvec:all ``` HEIR depends on LLVM (from source) so a clean build may take 30 minutes depending on your machine. For faster builds, use [BuildBuddy](https://www.buildbuddy.io/). Sign up for an account, create an API key, and add the following to `.bazelrc.user` in the root of the HEIR workspace: ``` common --remote_header=x-buildbuddy-api-key=<YOUR_API_KEY> common --config=remote ``` This should reduce a clean build time to about 5 minutes. See the [bazel tips](https://heir.dev/docs/development/bazel/) page for more example commands and tips on using bazel. ## Supported backends and schemes | Backend Library | BGV | BFV | CKKS | CGGI | | --------------- | --- | --- | ---- | ---- | | OpenFHE | ✅ | ✅ | ✅ | ❌ | | Lattigo | ✅ | ✅ | ✅ | ❌ | | tfhe-rs | ❌ | ❌ | ❌ | ✅ | | Jaxite | ❌ | ❌ | ❌ | ✅ | Note some backends do not support all schemes. ## Contributing There are many ways to contribute to HEIR: - Come to our [monthly meetings](https://heir.dev/community/) to discuss active work on HEIR and future project directions. The meetings are recorded and posted to our [blog](https://heir.dev/blog/) and [YouTube channel](https://www.youtube.com/@HEIRCompiler). - Come to our [weekly office hours](https://heir.dev/community/) for informal discussions and debugging help. - Ask questions or discuss feature ideas in the `#heir` channel on [the FHE.org discord](https://discord.fhe.org/). - Work on an issue marked ["good first issue"](https://github.com/google/heir/contribute) or browse issues [labeled by topic](https://github.com/google/heir/labels). - Help us understand new FHE research: either - Read a paper tagged under [research synthesis](https://github.com/google/heir/labels/research%20synthesis) and summarize the novel techniques that could be ported to HEIR. - File new issues under [research synthesis](https://github.com/google/heir/labels/research%20synthesis) to alert us of papers that should be investigated and incorporated into HEIR. ## Citations The HEIR project can be cited in academic work through the following entry: ```text @misc{ali2025heir, title={HEIR: A Universal Compiler for Homomorphic Encryption}, author={Asra Ali and Jaeho Choi and Bryant Gipson and Shruthi Gorantala and Jeremy Kun and Wouter Legiest and Lawrence Lim and Alexander Viand and Meron Zerihun Demissie and Hongren Zheng}, year={2025}, eprint={2508.11095}, archivePrefix={arXiv}, primaryClass={cs.CR}, url={https://arxiv.org/abs/2508.11095}, } ``` ## Support disclaimer This is not an officially supported Google product.

Carregando o README do repositório…

Skills neste repositório

Analistas de garantia de qualidade de software e testadores Desenvolvedores de software

2 categorias ocupacionais · 100% classificado

skill

ocupação

descrição

atualizado

e2e-to-bazel

Analistas de garantia de qualidade de software e testadores

Converts end-to-end (e2e) test targets or paths to `bazel run` commands for `heir-opt`. Use when you need to convert an e2e test target (where flags are defined in the BUILD file) to a shell command whose flags can be modified for further analysis and…

Idioma do texto original: inglês

2026-05-05

lit-to-bazel

Analistas de garantia de qualidade de software e testadores

Converts MLIR lit test files to `bazel run` commands. Use when you need to convert a failing MLIR lit test target (containing RUN lines) to a shell command whose flags can be modified for further analysis and debugging.

Idioma do texto original: inglês

2026-05-05

reproduce-failure

Analistas de garantia de qualidade de software e testadores

Describes a decision tree of steps and skills to utilize when, starting from a test failure or the failure of `bazel run` command using heir-opt, you would like to produce a reproducing input IR that fails on a particular compiler pass.

Idioma do texto original: inglês

2026-05-05

dump-intermediate-ir

Desenvolvedores de software

Augments a `bazel run` CLI command for `heir-opt` with additional flags that dump the IR before each compiler pass, allowing the agent to inspect intermediate IR during compilation, identify a particular pass at which the pipeline fails, or extract the…

Idioma do texto original: inglês

2026-05-01

Mostrando 4 de 4 skills coletadas.