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Tech riderRev. 1 Oct 2026

Apache TVM

Ch 027.6of 36 Deep Learning Software
  1. 1Runs onAndroid, API, iOS, Linux, Mac, self-hosted, Web, Windows
  2. 2CostsFree plan
  3. 3Deployment targetsmultiple
  4. 4GPU accelerationYes
  5. 5Supported languagesPython
  6. 6Model formatsPyTorch, ONNX
6 lines stated Written from the maker's own pages: tvm.apache.org, apache.org
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Overview

Apache TVM is ranked #2 of 36 in deep learning software on Specifiction. It runs on Android, API, iOS, Linux, macOS, Self-hosted, Web, Windows. There is a free plan.

Apache TVM plans and pricing

All plans
Apache TVM Free open-source software · Apache License 2.0 apache.org · 1 Oct 2026

Compared on deep learning software

Free plan
Yestvm.apache.org
Deployment targets
multipletvm.apache.org
GPU acceleration
Yestvm.apache.org
Supported languages
Pythontvm.apache.org
Model formats
PyTorch, ONNXtvm.apache.org

Facts

What it does
Apache TVM is a machine learning compilation framework that compiles pre-trained models into deployable modules.tvm.apache.org · 1 Oct 2026
Python-first
Its optimization process is customizable in Python without recompiling the TVM stack.tvm.apache.org · 1 Oct 2026
Composable optimization
The optimization process supports composing new optimization passes, libraries and codegen.tvm.apache.org · 1 Oct 2026
Model importers
TVM supports importing models from PyTorch, ONNX and TensorFlow Lite.tvm.apache.org · 1 Oct 2026
Deployment backends
TVM supports CPU, GPU and emerging backends, including Metal, ROCm, Vulkan, OpenCL, x86, ARM and WebAssembly.tvm.apache.org · 1 Oct 2026
Mobile and browser runtime
Its lightweight runtime can run compiled code in JavaScript, Java, Python and C++ on Android, iOS, Raspberry Pi and web browsers.tvm.apache.org · 1 Oct 2026
Installation
Users can install TVM from PyPI, build it from source or use Docker images.tvm.apache.org · 1 Oct 2026
Cross compilation
TVM supports cross-compilation and RPC deployment to ARM, x86, RISC-V, embedded systems and accelerator devices.tvm.apache.org · 1 Oct 2026
Runtime footprint
The default generated binary relies on a minimum runtime API and limited system calls such as malloc.tvm.apache.org · 1 Oct 2026
RPC security
The TVM RPC server assumes trusted users and trusted networks, allows arbitrary file writes and provides full remote code execution to API users.tvm.apache.org · 1 Oct 2026
Security reporting
Undisclosed vulnerabilities should be reported to the Apache Software Foundation private security mailing list at [email protected].tvm.apache.org · 1 Oct 2026
Community and support
The project provides contributor guidance, community guidelines, code reviews, testing guidance, release processes and a security guide.tvm.apache.org · 1 Oct 2026
Project origin
TVM began as a research project at the University of Washington's Paul G. Allen School and later joined the Apache incubator.tvm.apache.org · 1 Oct 2026

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