Apache TVM
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About
Apache TVM is ranked #4 of 34 in deep learning software on Inferse. It runs on Android, API, iOS, Linux, macOS, Self-hosted, Web, Windows. There is a free plan.
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
Best Apache TVM alternatives
See all 12
7.4 PyTorch See plans price on the maker's page 
7.3 TensorFlow Free free plan, no paid price published Free plan 
7.3 Trackio Free free plan, no paid price published Free plan 
7.2 PaddlePaddle See plans price on the maker's page 
6.7 Amazon SageMaker Autopilot See plans price on the maker's page Free trial 
6.7 Valohai See plans price on the maker's page Free trial 
Where it ranks on Inferse
Sources
- tvm.apache.org/docs/get_started/overview.html· checked 1 Oct 2026
- tvm.apache.org/docs/how_to/tutorials/import_model.html· checked 1 Oct 2026
- tvm.apache.org/docs/get_started/tutorials/ir_module.ht· checked 1 Oct 2026
- tvm.apache.org/2017/08/17/tvm-release-announcement.htm· checked 1 Oct 2026
- tvm.apache.org/docs/install/index.html· checked 1 Oct 2026
- tvm.apache.org/docs/how_to/tutorials/cross_compilation· checked 1 Oct 2026
- tvm.apache.org/docs/reference/security.html· checked 1 Oct 2026
- tvm.apache.org/docs/· checked 1 Oct 2026
- tvm.apache.org/2019/03/18/tvm-apache-announcement· checked 1 Oct 2026
- apache.org/foundation/· checked 1 Oct 2026