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This makes it a normal pytest decorator so it doesn't incur test set up / tear down. TODO: Wait for CI, see that test_github_tag_teams is skipped @tvm-bot run slow tests
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<!--- Licensed to the Apache Software Foundation (ASF) under one --> | ||
<!--- or more contributor license agreements. See the NOTICE file --> | ||
<!--- distributed with this work for additional information --> | ||
<!--- regarding copyright ownership. The ASF licenses this file --> | ||
<!--- to you under the Apache License, Version 2.0 (the --> | ||
<!--- "License"); you may not use this file except in compliance --> | ||
<!--- with the License. You may obtain a copy of the License at --> | ||
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<!--- http://www.apache.org/licenses/LICENSE-2.0 --> | ||
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<!--- Unless required by applicable law or agreed to in writing, --> | ||
<!--- software distributed under the License is distributed on an --> | ||
<!--- "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY --> | ||
<!--- KIND, either express or implied. See the License for the --> | ||
<!--- specific language governing permissions and limitations --> | ||
<!--- under the License. --> | ||
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# TVM CI | ||
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TVM runs CI jobs on every commit to an open pull request and to branches in the apache/tvm repo (such as `main`). These jobs are essential to keeping the TVM project in a healthy state and preventing breakages. Jenkins does most of the work in running the TVM tests, though some smaller jobs are also run on GitHub Actions. | ||
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## GitHub Actions | ||
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GitHub Actions is used to run Windows jobs, MacOS jobs, and various on-GitHub automations. These are defined in [`.github/workflows`](../.github/workflows/). These automations include bots to: | ||
* [cc people based on subscribed teams/topics](https://github.com/apache/tvm/issues/10317) | ||
* [allow non-committers to merge approved / CI passing PRs](https://discuss.tvm.apache.org/t/rfc-allow-merging-via-pr-comments/12220) | ||
* [add cc-ed people as reviewers on GitHub](https://discuss.tvm.apache.org/t/rfc-remove-codeowners/12095) | ||
* [ping languishing PRs after no activity for a week (currently opt-in only)](https://github.com/apache/tvm/issues/9983) | ||
* [push a `last-successful` branch to GitHub with the last `main` commit that passed CI](https://github.com/apache/tvm/tree/last-successful) | ||
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https://github.com/apache/tvm/actions has the logs for each of these workflows. Note that when debugging these workflows changes from PRs from forked repositories won't be reflected in the PR. These should be tested in the forked repository first and linked in the PR body. | ||
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## Keeping CI Green | ||
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Developers rely on the TVM CI to get signal on their PRs before merging. | ||
Occasionally breakages slip through and break `main`, which in turn causes | ||
the same error to show up on an PR that is based on the broken commit(s). Broken | ||
commits can be identified [through GitHub](https://github.com/apache/tvm/commits/main>) | ||
via the commit status icon or via [Jenkins](https://ci.tlcpack.ai/blue/organizations/jenkins/tvm/activity?branch=main>). | ||
In these situations it is possible to either revert the offending commit or | ||
submit a forward fix to address the issue. It is up to the committer and commit | ||
author which option to choose, keeping in mind that a broken CI affects all TVM | ||
developers and should be fixed as soon as possible. | ||
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Some tests are also flaky and fail for reasons unrelated to the PR. The [CI monitoring rotation](https://github.com/apache/tvm/wiki/CI-Monitoring-Runbook) watches for these failures and disables tests as necessary. It is the responsibility of those who wrote the test to ultimately fix and re-enable the test. | ||
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## Dealing with Flakiness | ||
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If you notice a failure on your PR that seems unrelated to your change, you should | ||
search [recent GitHub issues related to flaky tests](https://github.com/apache/tvm/issues?q=is%3Aissue+%5BCI+Problem%5D+Flaky+>) and | ||
[file a new issue](https://github.com/apache/tvm/issues/new?assignees=&labels=&template=ci-problem.md&title=%5BCI+Problem%5D+>) | ||
if you don't see any reports of the failure. If a certain test or class of tests affects | ||
several PRs or commits on `main` with flaky failures, the test should be disabled via | ||
[pytest's @xfail decorator](https://docs.pytest.org/en/6.2.x/skipping.html#xfail-mark-test-functions-as-expected-to-fail) with [`strict=False`](https://docs.pytest.org/en/6.2.x/skipping.html#strict-parameter) and the relevant issue linked in the | ||
disabling PR. | ||
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```python | ||
@pytest.mark.xfail(strict=False, reason="Flaky test: https://github.com/apache/tvm/issues/1234") | ||
def test_something_flaky(): | ||
pass | ||
``` | ||
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Then submit a PR as usual | ||
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```bash | ||
git add <test file> | ||
git commit -m'[skip ci][ci] Disable flaky test: `<test_name>` | ||
See #<issue number> | ||
' | ||
gh pr create | ||
``` | ||
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## Skipping CI | ||
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For reverts and trivial forward fixes, adding `[skip ci]` to the revert's | ||
PR title will cause CI to shortcut and only run lint. Committers should | ||
take care that they only merge CI-skipped PRs to fix a failure on `main` and | ||
not in cases where the submitter wants to shortcut CI to merge a change faster. | ||
The PR title is checked when the build is first run (specifically during the lint | ||
step, so changes after that has run do not affect CI and will require the job to | ||
be re-triggered by another `git push`). | ||
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```bash | ||
# Revert HEAD commit, make sure to insert '[skip ci]' at the beginning of | ||
# the commit subject | ||
git revert HEAD | ||
git checkout -b my_fix | ||
# After you have pushed your branch, create a PR as usual. | ||
git push my_repo | ||
# Example: Skip CI on a branch with an existing PR | ||
# Adding this commit to an existing branch will cause a new CI run where | ||
# Jenkins is skipped | ||
git commit --allow-empty --message "[skip ci] Trigger skipped CI" | ||
git push my_repo | ||
``` | ||
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## Docker Images | ||
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Each CI job runs most of its work inside a Docker container, built from files | ||
in the [`docker/`](../docker) folder. These | ||
files are built nightly in Jenkins via the [docker-images-ci](https://ci.tlcpack.ai/job/docker-images-ci/>) job. | ||
The images for these containers are hosted in the [tlcpack Docker Hub](https://hub.docker.com/u/tlcpack>) | ||
and referenced in the [`Jenkinsfile.j2`](Jenkinsfile.j2). These can be inspected and run | ||
locally via standard Docker commands. | ||
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### `ci-docker-staging` | ||
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The [ci-docker-staging](https://github.com/apache/tvm/tree/ci-docker-staging>) | ||
branch is used to test updates to Docker images and `Jenkinsfile` changes. When | ||
running a build for a normal PR from a forked repository, Jenkins uses the code | ||
from the PR except for the `Jenkinsfile` itself, which comes from the base branch. | ||
When branches are built, the `Jenkinsfile` in the branch is used, so a committer | ||
with write access must push PRs to a branch in apache/tvm to properly test | ||
`Jenkinsfile` changes. If your PR makes changes to the `Jenkinsfile`, make sure | ||
to @ a [committer](../CONTRIBUTORS.md>) | ||
and ask them to push your PR as a branch to test the changes. | ||
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# Jenkins CI | ||
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TVM uses Jenkins for running Linux continuous integration (CI) tests on | ||
[branches](https://ci.tlcpack.ai/job/tvm/) and | ||
[pull requests](https://ci.tlcpack.ai/job/tvm/view/change-requests/) through a | ||
build configuration specified in a [`Jenkinsfile`](../Jenkinsfile). | ||
Other jobs run in GitHub Actions for Windows and MacOS jobs. | ||
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## `Jenkinsfile` | ||
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The template files in this directory are used to generate the [`Jenkinsfile`](../Jenkinsfile) used by Jenkins to run CI jobs for each commit to PRs and branches. | ||
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To regenerate the `Jenkinsfile`, run | ||
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```bash | ||
python3 -mvenv _venv | ||
_venv/bin/pip3 install -r jenkins/requirements.txt | ||
_venv/bin/python3 jenkins/generate.py | ||
``` | ||
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# Infrastructure | ||
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Jenkins runs in AWS on an EC2 instance fronted by an ELB which makes it available at https://ci.tlcpack.ai. These definitions are declared via Terraform in the [tlc-pack/ci-terraform](https://github.com/tlc-pack/ci-terraform) repository. The Terraform code references custom AMIs built in [tlc-pack/ci-packer](https://github.com/tlc-pack/ci-packer). [tlc-pack/ci](https://github.com/tlc-pack/ci) contains Ansible scripts to deploy the Jenkins head node and set it up to interact with AWS. | ||
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The Jenkins head node has a number of autoscaling groups with labels that are used to run jobs (e.g. `CPU`, `GPU` or `ARM`) via the [EC2 Fleet](https://plugins.jenkins.io/ec2-fleet/) plugin. | ||
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## Deploying | ||
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Deploying Jenkins can disrupt developers so it must be done with care. Jobs that are in-flight will be cancelled and must be manually restarted. Follow the instructions [here](https://github.com/tlc-pack/ci/issues/10) to run a deploy. | ||
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## Monitoring | ||
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Dashboards of CI data can be found: | ||
* within Jenkins at https://ci.tlcpack.ai/monitoring (HTTP / JVM stats) | ||
* at https://monitoring.tlcpack.ai (job status, worker status) | ||
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## CI Diagram | ||
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This details the individual parts that interact in TVM's CI. For details on operations, see https://github.com/tlc-pack/ci. | ||
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```mermaid | ||
graph TD | ||
Commit --> GitHub | ||
GitHub --> |`push` webhook| WebhookServer(Webhook Server) | ||
JobExecutor(Job Executor) | ||
WebhookServer --> JobExecutor | ||
JobExecutor --> EC2Fleet(EC2 Fleet Plugin) | ||
EC2Fleet --> |capacity request| EC2(EC2 Autoscaler) | ||
JobExecutor --> WorkerEC2Instance | ||
Docker --> |build cache, artifacts| S3 | ||
WorkerEC2Instance --> Docker | ||
Docker --> |docker pull| G(Docker Hub) | ||
Docker --> |docker push / pull| ECR | ||
Docker --> |Execute jobs| CIScripts(CI Scripts) | ||
RepoCITerraform(ci-terraform repo) --> |terraform| ECR | ||
RepoCITerraform(ci-terraform repo) --> |terraform| EC2 | ||
RepoCITerraform(ci-terraform repo) --> |terraform| S3 | ||
RepoCI(ci repo) --> |configuration via Ansible| WorkerEC2Instance | ||
RepoCIPacker(ci-packer) --> |AMIs| EC2 | ||
Monitoring_Scrapers(Jenkins Scraper) --> Monitoring_DB(Postrgres) | ||
Grafana --> Monitoring_DB | ||
GitHub --> Windows | ||
GitHub --> MacOS | ||
Developers --> |check PR status|JenkinsUI(Jenkins Web UI) | ||
Monitoring_Scrapers --> |fetch job data| JenkinsUI | ||
Developers --> |git push| Commit | ||
Developers --> |create PR| GitHub | ||
subgraph Jenkins Head Node | ||
WebhookServer | ||
JobExecutor | ||
EC2Fleet | ||
JenkinsUI | ||
end | ||
subgraph GitHub Actions | ||
Windows | ||
MacOS | ||
end | ||
subgraph Configuration / Terraform | ||
RepoCITerraform | ||
RepoCI | ||
RepoCIPacker | ||
end | ||
subgraph Monitoring | ||
Monitoring_DB | ||
Grafana | ||
Monitoring_Scrapers | ||
end | ||
subgraph AWS | ||
subgraph Jenkins Workers | ||
WorkerEC2Instance(Worker EC2 Instance) | ||
subgraph "Worker EC2 Instance" | ||
Docker | ||
CIScripts | ||
end | ||
end | ||
EC2 | ||
ECR | ||
S3 | ||
end | ||
``` |
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