Submit a Pull Request¶
We recommend authors send well scoped PRs that are easy to review and revert in case there is a problem. As such, authors should avoid merging multiple unrelated changes into a single PR
Before you submit a PR, please rebase your code on the most recent version of
main, you can do it by running
git remote add upstream [url to tvm repo] git fetch upstream git rebase upstream/main
Make sure code passes lint checks
# While the lint commands used should be identical to those run in CI, this command reproduces # the CI lint procedure exactly (typically helpful for debugging lint script errors or # to avoid installing tools manually) python tests/scripts/ci.py lint # Run all lint steps. docker/lint.sh # To run steps individually, specify their step names on the command-line. An incorrectly # spelled step name causes the tool to print all available steps. docker/lint.sh <step_name> ...
If the clang-format lint check fails, run git-clang-format as follows to automatically reformat your code:
# Run clang-format check for all the files that changed since upstream/main docker/bash.sh ci_lint ./tests/lint/git-clang-format.sh --rev upstream/main
Add test-cases to cover the new features or bugfix the patch introduces.
Document the code you wrote, see more at Documentation
Create a pull request and fix the problems reported by CI checks.
Request code reviews from other contributors and improve your patch according to their reviews by
@-ing them in your pull request. Tags in PR titles will automatically tag subscribed users, so make sure to put relevant topics in your PR titles (e.g.
[microTVM] Add a cool changeand not
a cool change for microTVM). Please see the Commit Message Guideline below on the guidelines about the tags in a PR/commit title and how to write good PR/commit messages.
To get your code reviewed quickly, we encourage you to help review others’ code so they can do the favor in return.
Code review is a shepherding process that helps to improve contributor’s code quality. We should treat it proactively, to improve the code as much as possible before the review. We highly value patches that can get in without extensive reviews.
The detailed guidelines and summarizes useful lessons.
The PR can be merged after the reviewers approve the pull request.
Apache TVM uses the Github (GH) platform for patch submission and code review via Pull Requests (PRs). The final commit (title and body) that is merged into the Apache TVM main tree is composed of the PR’s title and body and must be kept updated and reflecting the new changes in the code as per the reviews and discussions.
Although these guidelines apply essentially to the PRs’ title and body messages, because GH auto-generates the PR’s title and body from the commits on a given branch, it’s recommended to follow these guidelines right from the beginning, when preparing commits in general to be submitted to the Apache TVM project. This will ease the creation of a new PR, avoiding rework, and also will help the review.
The rules below will help to achieve uniformity that has several benefits, both for review and for the code base maintenance as a whole, helping you to write commit messages with a good quality suitable for the Apache TVM project, allowing fast log searches, bisecting, and so on.
Guarantee a title exists (enforced);
Don’t use Github usernames in the title, like @username (enforced);
A tag must be present as a hint about what component(s) of the code the PRs / commits “touch” (enforced). For example [BugFix], [CI], [microTVM], and [TVMC]. Tags go between square brackets and appear first in the title. If more than one tag exist, multiple brackets should be used, like [BugFix][CI]. The case recommended for tags, in geral, is the upper camel case. For example, prefer the forms [Fix], [BugFix], and [Docker] instead of [fix], [bug_fix], and [docker]. Acronyms should be kept as such so, for example, use [CI] and [TVMC] instead of [ci] and [tvmc]. Tags help reviewers to identify the PRs they can/want to review and also help the release folks when generating the release notes;
Use an imperative mood. Avoid titles like “Added operator X” and “Updated image Y in the CI”, instead use the forms “Add feature X” and “Update image Y in the CI” instead;
Observe proper use of caps at the beginning (uppercase for the first letter) and for acronyms, like, for instance, TVM, FVP, OpenCL. Hence instead of “fix tvm use of opencl library”, write it as “Fix TVM use of OpenCL library”;
Do not put a period at the end of the title.
Guarantee a body exists (enforced);
Don’t use Github usernames in body text, like @username (enforced);
Avoid “bullet” commit message bodies: “bullet” commit message bodies are not bad per se, but “bullet” commit messages without any description or explanation is likely as bad as commits without any description, rationale, or explanation in the body.
For minor deviations from these guidelines, the community will normally favor reminding the contributor of this policy over reverting or blocking a commmit / PR.
Commits and PRs without a title and/or a body are not considered minor deviations from these guidelines and hence must be avoided.
Most importantly, the contents of the commit message, especially the body, should be written to convey the intention of the change, so it should avoid being vague. For example, commits with a title like “Fix”, “Cleanup”, and “Fix flaky test” and without any body text should be avoided. Also, for the review, it will leave the reviewer wondering about what exactly was fixed or changed and why the change is necessary, slowing the review.
Below is an example that can be used as a model:
[microTVM] Zephyr: Remove zephyr_board option from build, flash, and open_transport methods
Currently it’s necessary to pass the board type via ‘zephyr_board’ option to
the Project API build, flash, and open_transport methods.
However, since the board type is already configured when the project is
created (i.e. when the generate_project method is called), it’s possible to
avoid this redundancy by obtaining the board type from the project
This commit adds code to obtain the board type from the project CMake files,
removing this option from build, flash, and open_transport methods, so it’s
only necessary to specify the ‘zephyr_board’ option when calling
This commit also moves the ‘verbose’ and ‘west_cmd’ options from ‘build’
method to ‘generate_project’, reducing further the number of required options
when building a project, since the ‘build’ method is usually called more often
than the ‘generate_project’.
After a new PR is created and the review starts it’s common that reviewers will request changes. Usually the author will address the reviewers’ comments and push additional commits on top of the initial ones. For these additional commits there is no recommendation regarding the commit messages. However if the additional commits render the PR title and/or body outdated then it’s the author’s responsibility to keep the PR title and body in sync with new changes in the code and updated the PR title and body accordingly (remember that the PR title and body will be used to compose the final commit message that will land in the main tree).
Committers will seek to fix any issues with the commit message prior to committing but they retain the right to inform the author of the rules and encourage them to follow them in future. Also, they retain the right to ask to the author to update the PR title and/or body when they are not correctly updated or fixed.
We use Docker images to create stable CI environments that can be deployed to multiple machines. Follow the steps in this issue template to update a CI Docker image.
Even though we have hooks to run unit tests automatically for each pull request, it’s always recommended to run unit tests locally beforehand to reduce reviewers’ burden and speedup review process.
tests/scripts/ci.py replicates the CI environment locally and provides a user-friendly interface.
The same Docker images and scripts used in CI are used directly to run tests. It also deposits builds
in different folders so you can maintain multiple test environments without rebuilding from scratch
each time (e.g. you can test a change in CPU and i386 while retaining incremental rebuilds).
# see all available platforms
python tests/scripts/ci.py --help
python tests/scripts/ci.py cpu --help
# run the CPU build in the ci_cpu docker container (build will be left in
# the build-cpu/ folder)
# note: the CPU and GPU Docker images are quite large and may take some
# time to download on their first use
python tests/scripts/ci.py cpu
# run the CPU build in the ci_cpu docker container and then run unittests
python tests/scripts/ci.py cpu --unittest
# quickly iterate by running a specific test and skipping the rebuild each time
python tests/scripts/ci.py cpu --skip-build --tests tests/python/tir-transform/test_tir_transform_inject_rolling_buffer.py::test_upscale
# run the CPU build and drop into a shell in the container
python tests/scripts/ci.py cpu --interactive
We regularly update our docker images and, over time, stale images may unnecessarily consume disk space. You can remove stale images that aren’t used in the presently checked-out branch plus any other worktrees using the following command:
--help for more options.
Running the C++ tests requires installation of gtest, following the instructions in Enable C++ Tests
# assume you are in tvm source root
pip install --user pytest Cython
If you want to run all tests:
# build tvm
If you want to run a single test:
# build tvm
# let python know where to find tvm related libraries
rm -rf python/tvm/*.pyc python/tvm/*/*.pyc python/tvm/*/*/*.pyc
TVM_FFI=ctypes python -m pytest -v tests/python/unittest/test_pass_storage_rewrite.py
# Additionally if you want to run a single test, for example test_all_elemwise inside a file.
TVM_FFI=ctypes python -m pytest -v -k "test_all_elemwise" tests/python/frontend/tflite/test_forward.py