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This release is a pre-release and may not be stable for production use.

TVM FFI: Open ABI and FFI for Machine Learning Systems

📚 Documentation | 🚀 Quickstart

Apache TVM FFI is an open ABI and FFI for machine learning systems. It is a minimal, framework-agnostic, yet flexible open convention with the following systems in mind:

  • Kernel libraries - ship one wheel to support multiple frameworks, Python versions, and different languages. [FlashInfer]
  • Kernel DSLs - reusable open ABI for JIT and AOT kernel exposure frameworks and runtimes. [TileLang][cuteDSL]
  • Frameworks and runtimes - a uniform extension point for ABI-compliant libraries and DSLs. [PyTorch][JAX][PaddlePaddle][NumPy/CuPy]
  • ML infrastructure - out-of-box bindings and interop across languages. [Python][C++][Rust][XGrammar]
  • Coding agents - a unified mechanism for shipping generated code in production.

Features

  • Stable, minimal C ABI designed for kernels, DSLs, and runtime extensibility.
  • Zero-copy interop across PyTorch, JAX, and CuPy using DLPack protocol.
  • Compact value and call convention covering common data types for ultra low-overhead ML applications.
  • Multi-language support out of the box: Python, C++, and Rust (with a path towards more languages).

These enable broad interoperability across frameworks, libraries, DSLs, and agents; the ability to ship one wheel for multiple frameworks and Python versions (including free-threaded Python); and consistent infrastructure across environments.

Getting Started

Install TVM-FFI with pip, uv or from source:

pip install apache-tvm-ffi
pip install torch-c-dlpack-ext  # compatibility package for torch <= 2.9

Status and Release Versioning

C ABI stability is our top priority.

Status: RFC Main features are complete and ABI stable. We recognize potential needs for evolution to ensure it works best for the machine learning systems community, and would like to work together with the community for such evolution. We plan to stay in the RFC stage for three months from the v0.1.0 release.

Releases during the RFC stage will be 0.X.Y, where bumps in X indicate C ABI-breaking changes and Y indicates other changes. We anticipate the RFC stage will last for three months, then we will start following Semantic Versioning (major.minor.patch) going forward.

Documentation

Our documentation site includes:

Get Started

Guides

Concepts

Packaging

Developer Manual

Metadata

Release files for apache-tvm-ffi 0.1.16rc4

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for apache-tvm-ffi 0.1.16rc4
File Size Uploaded Provenance Actions
apache_tvm_ffi-0.1.16rc4.tar.gz 2.4 MB With provenance Details for apache_tvm_ffi-0.1.16rc4.tar.gz

Built distributions (wheels)

Table of built distributions (wheels) for apache-tvm-ffi 0.1.16rc4
File Actions
apache_tvm_ffi-0.1.16rc4-cp315-cp315t-win_arm64.whl CPython 3.15 CPython 3.15 free-threading Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315t-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315t-win_amd64.whl CPython 3.15 CPython 3.15 free-threading Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315t-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315t-macosx_11_0_arm64.whl CPython 3.15 CPython 3.15 free-threading macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315t-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315-win_arm64.whl CPython 3.15 CPython 3.15 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315-win_amd64.whl CPython 3.15 CPython 3.15 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.15 CPython 3.15 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.15 CPython 3.15 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp315-cp315-macosx_11_0_arm64.whl CPython 3.15 CPython 3.15 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp315-cp315-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314t-win_arm64.whl CPython 3.14 CPython 3.14 free-threading Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314t-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314t-win_amd64.whl CPython 3.14 CPython 3.14 free-threading Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314t-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 free-threading Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314t-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 free-threading macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314t-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314-win_arm64.whl CPython 3.14 CPython 3.14 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314-win_amd64.whl CPython 3.14 CPython 3.14 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.14 CPython 3.14 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp314-cp314-macosx_11_0_arm64.whl CPython 3.14 CPython 3.14 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp314-cp314-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp313-cp313-win_arm64.whl CPython 3.13 CPython 3.13 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp313-cp313-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp313-cp313-win_amd64.whl CPython 3.13 CPython 3.13 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp313-cp313-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.13 CPython 3.13 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.13 CPython 3.13 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp313-cp313-macosx_11_0_arm64.whl CPython 3.13 CPython 3.13 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp313-cp313-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp312-cp312-win_arm64.whl CPython 3.12 CPython 3.12 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp312-cp312-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp312-cp312-win_amd64.whl CPython 3.12 CPython 3.12 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp312-cp312-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.12 CPython 3.12 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.12 CPython 3.12 Linux glibc 2.28+ ARM64, Linux glibc 2.26+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp312-cp312-macosx_11_0_arm64.whl CPython 3.12 CPython 3.12 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp312-cp312-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp311-cp311-win_arm64.whl CPython 3.11 CPython 3.11 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp311-cp311-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp311-cp311-win_amd64.whl CPython 3.11 CPython 3.11 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp311-cp311-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.11 CPython 3.11 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.11 CPython 3.11 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp311-cp311-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp311-cp311-macosx_11_0_arm64.whl CPython 3.11 CPython 3.11 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp311-cp311-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp310-cp310-win_arm64.whl CPython 3.10 CPython 3.10 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp310-cp310-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp310-cp310-win_amd64.whl CPython 3.10 CPython 3.10 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp310-cp310-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.10 CPython 3.10 Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.10 CPython 3.10 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp310-cp310-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp310-cp310-macosx_11_0_arm64.whl CPython 3.10 CPython 3.10 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp310-cp310-macosx_11_0_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp39-cp39-win_arm64.whl CPython 3.9 CPython 3.9 Windows ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp39-cp39-win_arm64.whl
apache_tvm_ffi-0.1.16rc4-cp39-cp39-win_amd64.whl CPython 3.9 CPython 3.9 Windows x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp39-cp39-win_amd64.whl
apache_tvm_ffi-0.1.16rc4-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl CPython 3.9 CPython 3.9 Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64 Details for apache_tvm_ffi-0.1.16rc4-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
apache_tvm_ffi-0.1.16rc4-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl CPython 3.9 CPython 3.9 Linux glibc 2.26+ ARM64, Linux glibc 2.28+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp39-cp39-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl
apache_tvm_ffi-0.1.16rc4-cp39-cp39-macosx_11_0_arm64.whl CPython 3.9 CPython 3.9 macOS 11.0+ ARM64 Details for apache_tvm_ffi-0.1.16rc4-cp39-cp39-macosx_11_0_arm64.whl

Total release size: 170.3 MB

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