tvm
Library Listed
Rust frontend support for TVM
- Downloads
- 22
- Dependents
- 0
- Stars
- 13,892
- Forks
- 4,043
- Contributors
- 368
- Commits
- 14,620
- Latest release
- 0.1.0 ·
About
Open Machine Learning Compiler Framework
Documentation | Contributors | Community | Release Notes
Apache TVM is an open machine learning compilation framework, following the following principles:
- Python-first development that enables quick customization of machine learning compiler pipelines.
- Universal deployment to bring models into minimum deployable modules.
License
TVM is licensed under the Apache-2.0 license.
Getting Started
Check out the TVM Documentation site for installation instructions, tutorials, examples, and more. The Getting Started with TVM tutorial is a great place to start.
Contribute to TVM
TVM adopts the Apache committer model. We aim to create an open-source project maintained and owned by the community. Check out the Contributor Guide.
History and Acknowledgement
TVM started as a research project for deep learning compilation. The first version of the project benefited a lot from the following projects:
Read the full README
- Halide: Part of TVM's TIR and arithmetic simplification module originates from Halide. We also learned and adapted some parts of the lowering pipeline from Halide.
- Loopy: use of integer set analysis and its loop transformation primitives.
- Theano: the design inspiration of symbolic scan operator for recurrence.
Since then, the project has gone through several rounds of redesigns. The current design is also drastically different from the initial design, following the development trend of the ML compiler community.
The most recent version focuses on a cross-level design with TensorIR as the tensor-level representation and Relax as the graph-level representation and Python-first transformations. The project's current design goal is to make the ML compiler accessible by enabling most transformations to be customizable in Python and bringing a cross-level representation that can jointly optimize computational graphs, tensor programs, and libraries. The project is also a foundation infra for building Python-first vertical compilers for domains, such as LLMs.
Compatibility
- Runs on
- GPU support unknown
What shows it
- no dependency or feature matches a backend row
- Native code
- Required
- Binds native code: tvm-sys
- Python bindings
- No Python binding crate found
- License
- Apache-2.0
Compare with similar projects
Order: strongest tier first, then most downloads, then name, with unmeasured values last. A library counts downloads over 30 days. An app counts binary downloads per release. An app with none counts its crate downloads over 30 days. ML Rust runs this catalogue, so its closest project always gets a row.
| Project | Downloads | Dependents | Stars | Latest release | Runs on (GPU) | Native code | License |
|---|---|---|---|---|---|---|---|
|
Rust frontend support for TVM |
22 downloads over 30 days | 0 | 13,892 | 0.1.0 | GPU support unknown | Binds native code: tvm-sys | Apache-2.0 |
|
ort Featured
A safe Rust wrapper for ONNX Runtime 1.31 - Optimize and accelerate machine learning inference & training |
3,902,768 downloads over 30 days | 694 | 2,611 | 2.0.0-rc.15 | CUDA, WebGPU, ROCm | Binds native code: onnxruntime, ort-sys. Build uses a native toolchain: pkg-config (feature pkg-config) | Apache-2.0 OR MIT |
|
llama-cpp-rs Featured
llama.cpp bindings for Rust |
341,382 downloads over 30 days | 98 | 665 | 0.1.161 | CUDA, WebGPU, Metal, ROCm, Vulkan | Binds native code: llama. Build uses a native toolchain: bindgen, cc, cmake | Apache-2.0 OR MIT |
|
ctranslate2-rs Listed
Rust bindings for OpenNMT/CTranslate2 |
10,244 downloads over 30 days | 6 | 63 | 0.10.4 | CUDA | Binds native code: cxx, link-cplusplus, intel-onemkl-prebuild (feature mkl), onednn-src (feature dnnl), openblas-src (feature openblas) and 1 more. Build uses a native toolchain: cmake, cxx-build | MIT |
|
llama-gguf Listed
A high-performance Rust implementation of llama.cpp - LLM inference engine with full GGUF support |
1,787 downloads over 30 days | 3 | 21 | 0.14.0 | CUDA, Metal, Vulkan | Binds native code: hailort-sys (feature hailo), libsqlite3-sys (feature rag-sqlite) | Apache-2.0 OR MIT |
|
Rust bindings for TensorFlow Lite |
550 downloads over 30 days | 1 | 129 | 0.9.8 | GPU support unknown | Build uses a native toolchain: bindgen | Apache-2.0 OR MIT |
|
Inference server for LLMs, speech and embeddings: OpenAI-compatible routes with streaming, plus speech synthesis (TTS) and transcription (ASR). Serves Llama, Mistral, Qwen, Mamba2, MLA+MoE and hybrid models from SafeTensors, AWQ, GPTQ and GGUF. |
8 binary downloads per release | Not applicable | 7 | 0.7.1 | CUDA, WebGPU | Binds native code: ring (feature distributed) | Apache-2.0 |
Why ListedNo archive, New or Featured rule places it, so it is Listed.
What it lacks for Featured
- The check finds no release commit or manifest that ties the crate to the repository.
What else the check found
- The last activity is on 7 Nov 2026, 2 days ago. The rules expect an update within 365 days. Dormancy rule
Check notes
- release commit 58d43091aca5bc172a6d9ccb6f65331653ef4029 is absent from the repo
Exact rules: Listed, Featured library. The check on applied thresholds version 9.
Every rule outcome, as the check records it
expected-interval: version 0.1.0 base 80, raised to the 365-day floor: E = 365 daysdormancy: last activity 2026-11-07, 2 days ago, E = 365: activefeatured: not featured: repository link not verifiedlisted: listed: no archive, new or featured rule applies
Crates4 crates
- tvm Primary
- tvm-graph-rt
- tvm-macros
- tvm-rt
Measurements and sources
Each signal row shows the raw value, its source and the fetch date. The Sources list gathers every distinct source on this page. Movement needs more history.
Sources6 sources
- Description: the crates.io description
- crates.io database dump, fetched
- RustSec advisory database, fetched
- GitHub repository, fetched
- crates.io package, fetched
- GitHub contributors, fetched
Adoption0 active dependents, 0 new dependents in 365 days1 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Active dependents | 0 | crates.io database dump | Yes | |
| New dependents (365 days) | 0 | crates.io database dump | Yes | |
| Peak active dependents | 0 | crates.io database dump | Yes | |
| Active dependents as a share of the peak | 1 | crates.io database dump | Yes | |
| Binary downloads per release | Not measured | Yes |
MaintenanceLatest human commit: 2 days ago3 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Latest human commit | 2026-11-07 | GitHub repository | Yes | |
| Latest release | 2021-02-23 | crates.io database dump | Yes | |
| First release | 2018-05-18 | crates.io database dump | Yes | |
| Latest version | 0.1.0 | crates.io database dump | Yes | |
| Days the oldest outside issue waits for a reply | 19 | GitHub repository | Yes | |
| Maintainer replies over 365 days | 0 | GitHub repository | Yes | |
| Repository archived | false | GitHub repository | Yes | |
| Repository gone | false | GitHub repository | Yes | |
| Release commit or manifest in the repo | false | crates.io package | Yes | |
| Published docs | true | crates.io database dump | Yes | |
| Latest release fails cargo check | Not measured | Yes | ||
| Build check date | Not measured | Yes | ||
| Build check toolchain | Not measured | Yes |
SecurityUnpatched vulnerabilities: none
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Unpatched vulnerabilities past the grace window | none | RustSec advisory database | Yes | |
| RustSec unmaintained advisory | none | RustSec advisory database | Yes | |
| Deprecation notice | none | crates.io database dump | Yes | |
| Deprecated requirement | none | crates.io database dump | Yes |
Distribution3 releases, 22 downloads over 30 days5 not measured
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| Releases | 3 | crates.io database dump | Yes | |
| Downloads over 30 days | 22 | crates.io database dump | Yes | |
| Binary downloads over the last 3 releases | Not measured | Yes | ||
| Homebrew installs on request over 365 days | Not measured | Yes | ||
| Repology repository families | Not measured | Yes | ||
| Docker pull growth over 90 days | Not measured | Yes | ||
| Docker pulls at the growth baseline | Not measured | Yes | ||
| Every version a prerelease | false | crates.io database dump | Yes | |
| Every version 0.0.x | false | crates.io database dump | Yes | |
| Every version yanked | false | crates.io database dump | Yes | |
| Crate deleted from crates.io | false | crates.io database dump | Yes |
Repository13,892 stars, 4,043 forks, 368 contributors, 14,620 commits. Stars alone never qualify a project.
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| GitHub stars | 13892 | GitHub repository | Yes — one part of the repository route | |
| GitHub forks | 4043 | GitHub repository | Yes — one part of the repository route | |
| Contributors with a GitHub account | 368 | GitHub contributors | Yes — one part of the repository route | |
| Commits on the default branch | 14620 | GitHub repository | No | |
| Repository's main crate left out of the entry | none | crates.io database dump | Yes |
Facts that never count
| Signal | Value | Source | Fetched | Counts |
|---|---|---|---|---|
| License | Apache-2.0 | crates.io database dump | No | |
| Runs on, from listed crates and their direct dependencies | GPU support unknown | crates.io database dump | No | |
| What shows each backend | no dependency or feature matches a backend row | crates.io database dump | No | |
| Native code, from listed crates and their dependencies | Binds native code: tvm-sys | crates.io database dump | No | |
| Python bindings, from direct dependencies of listed crates | No Python binding crate found | crates.io database dump | No | |
| Crates that depend on a listed crate directly | 0 | crates.io database dump | No |
Corrections and review history
No correction applies to this entry.
Judgments
A judgment enters only through an approved issue and a merged pull request.
No judgment applies to this entry.