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Developer Docs

This directory contains documentation for people working on/developing Sematic itself. Documents intended for users of Sematic are in the docs directory, and are published to https://docs.sematic.dev/

Setup

The developer tools need to be installed by running this command once (and subsequently whenever requirements/ci-requirements.txt) will be updated:

$ make install-dev-deps

Bazel installation

Be sure to install a compatible version of bazel: sudo apt update && sudo apt install bazel-6.1.1

You may also want to add the following to your .bashrc: export USE_BAZEL_VERSION=6.1.1

Testing

Guideline for testing changes that might impact pipeline runs:

  • the CI tests must pass
  • test locally
  • test remotely in non-detached mode
  • test remotely in detached mode

PR Prerequisites

In order to ensure the PR review goes swiftly, please:

  • Add a comprehensive description to your PR
  • Ensure your code is properly formatted and type checked
    • Make sure you have the dev tools installed by running make install-dev-deps (you only ever need to do this once)
    • Use make pre-commit to run the linter and code formatter
    • Use make update-schema to make sure any DB changes you made are accounted for
  • Make sure the CircleCI build passes for your branch (linked in the checks section at the bottom of the GitHub PR page)
  • Add sematic-ai/staff as a reviewer, but also try to assign a specific reviewer, such as neutralino1

Switching profiles

The user settings are saved to the ~/.sematic/settings.yaml files, under the "default" entry. Example:

$ cat ~/.sematic/settings.yaml
default:
  SEMATIC_API_ADDRESS: http://127.0.01:5001
  SEMATIC_API_KEY: XXX

These are accessible through the CLI commands for more user-friendliness:

$ sematic settings show
Active user settings:

SEMATIC_API_ADDRESS: http://127.0.0.1:5001
SEMATIC_API_KEY: <my_local_api_key>

When developing, we often need to switch the Server where we submit pipelines, sometimes bundled together with other settings as well. In order to avoid constantly editing this file manually, we can define one file per environment or profile, under the names ~/.sematic/settings.yaml.<profile>, and switch between them using bazel run //tools:switch-settings -- <profile>.

This actually copies these profile files over the main settings file. Example:

$ bazel run //tools:switch-settings -- prod1
[...]
Copying previous settings to /Users/tudorscurtu/.sematic/settings.yaml_bck
Copying /Users/tudorscurtu/.sematic/settings.yaml.prod1 to /Users/tudorscurtu/.sematic/settings.yaml

Successfully switched to prod1!

$ sematic settings show
Active user settings:

SEMATIC_API_ADDRESS: https://<my_prod1_host:port>
SEMATIC_API_KEY: <my_prod1_api_key>

Building the Wheel

If you want to build the wheel from source, do:

$ make ui
$ make wheel

SQLite vs Postgres Migrations

When modifying existing tables in the database, there are some important differences in the types of operations that are supported by SQLite, and so care must be taken to ensure that the migration works for both types of databases.

[SQLite ALTER TABLE docs] (https://www.sqlite.org/lang_altertable.html) explain this well.

If your PR does need to perform database-specific migrations, you can use one of the existing migrations in sematic/db/migrations that do this as a reference. All PRs that are affected by the table modification incompatibilities must resolve the issue in this manner.

Releasing

Note: Actually pushing the artifacts and accessing some of the repositories listed in this section can only be done if you have access to the PyPI repo, which is limited to employees of Sematic.

We cut releases from the main branch, following the steps below. They must be performed in order, without skipping any. If any errors occur, you must fix them and then go back and redo all the steps that have been affected by the changes.

  1. Announce internally that a main merge freeze has started.

  2. Bump the version in:

    • wheel_constants.bzl - wheel_version_string
    • helm/sematic-server/Chart.yaml - appVersion
    • sematic/versions.py - CURRENT_VERSION; bump MIN_CLIENT_SERVER_SUPPORTS if there are any TODOs mentioning this should be done
    • ./README.md - PyPI badge

  3. Increment the patch version of the version field in helm/sematic-server/Chart.yaml. Note that this will be DIFFERENT from the Sematic version you changed in prior steps (chart version will be 1.X.Y, Sematic version is 0.M.N).

  4. Update changelog.md with the new version number and any missing change entries.

  5. Build the UI:

    $ make ui

  6. Build the wheel:

    $ make wheel

  7. Test the Server wheel locally for all supported versions of Python.

    1. Copy the wheel from bazel-bin/sematic/sematic-*.whl into a scratch directory.

    2. For each supported version of Python, use a virtual env to test:

    $ # LOCALLY:
$ pip3 install <wheel path>
$ sematic stop
$ sematic version # check that the correct sematic and python versions are used
$ sematic start
$ sematic run examples/mnist/pytorch
$ sematic stop

  8. Test the internal Helm charts deployment.

    1. Test an upgrade deployment in the stage environment, where the previous version is already deployed, use serve-dev to upgrade the deployment with a Docker image built on-the-fly from the current release commit. You must set BUILD_UI=1 in the me.sh script in order to ensure the UI is built, so you don't package an older version of the UI with the deployment:

      $ vim ~/infrastructure/bin/me.sh  # add: BUILD_UI=1 at the end
$ # STAGE:
$ serve-dev stage
$ helm list -n stage  # check that the expected APP VERSION was deployed

    2. Smoke test new features that were included or significantly updated in the release.

    3. Ensure you have a compatible version of bazel:

    $ export USE_BAZEL_VERSION=6.1.1
$ sudo apt update && sudo apt install bazel-6.1.1

    1. Run the Testing Pipeline with the test cases listed below on this deployment, and check that it completes successfully, while perusing its outputs and logs to check that they render correctly.

      $ # STAGE:
$ bazel run sematic/examples/testing_pipeline:__main__ -- \
      --cloud \
      --detach \
      --max-parallelism 10 \
      --inline \
      --nested \
      --no-input \
      --sleep 10 \
      --spam-logs 1000 \
      --fan-out 10 \
      --raise-retry 0.7 \
      --external-resource \
      --expand-shared-memory \
      --mount-host-path /tmp /test \
      --mount-host-path /tmp /test2 \
      --cache-namespace test \
      --images \
      --virtual-funcs \
      --fork-subprocess return 0 \
      --fork-subprocess exit 0 \
      --fork-subprocess exit 1 \
      --fork-subprocess signal 2 \
      --fork-subprocess signal 15

    2. Test client backwards compatibility. Install the version of Sematic that matches MIN_CLIENT_SERVER_SUPPORTS from sematic/versions.py in a virtual env and validate that this older client can run a packaged example pipeline end-to-end successfully on the new Server.

      $ sematic version #  check that the correct min version is installed
$ STAGE:
$ sematic run examples/mnist/pytorch

    3. Test a clean installation in the same stage environment.

      $ # STAGE:
$ helm uninstall sematic-server -n stage
$ helm list -n stage  # check that the chart was uninstalled
$ serve-dev stage
$ helm list -n stage  # check that the expected APP VERSION was deployed

    4. Wait a few minutes for AWS to bootstrap the services and network configuration. Smoke test that a simple pipeline succeeds, this time in local mode, to cover that aspect as well.

      $ # STAGE:
$ bazel run sematic/examples/testing_pipeline:__main__

  9. Test publishing the wheel. Check if the generated webpage on test.pypi.org is rendered correctly.

    $ make test-release

  10. Make the release PR, containing all version changes and required fixes for issues discovered during validation. Even the previous step compiled documentation changes that must be included. After implementing comments and getting approval on the release PR, merge it and pull from the updated main branch. It is mandatory to include this updated version of main in the subsequent steps.

  11. Publish the wheel. Check if the generated webpage on pypi.org is rendered correctly.

    $ make release

If you have 2FA enabled for your account, you need to use an API token as password and __token__ as username when prompted by the CLI for credential. To set up a pypi.org API token, go to "Account Settings" -> "API tokens".

Instead of manually typing the username and password, one can also edit ~/.pypirc, adding below: [pypi] username = __token__ password = <the token>

  1. Add the git tag.

    $ export RELEASE_VERSION=v$(python3.9 ./sematic/versions.py)
$ git tag $RELEASE_VERSION
$ git push origin $RELEASE_VERSION

  2. Announce internally that the main merge freeze is over.

  3. Build and push the Server Docker image. Use the Dockerfile at docker/Dockerfile.server.

    $ TAG=v$(python3.9 ./sematic/versions.py) make release-server

  4. Next you can generate the Helm package and publish it to the Helm repository.

    1. [First time setup] Clone the repo with git clone [email protected]:sematic-ai/helm-charts.git, and check out the gh-pages branch in it. The commands below assume the helm-charts repo has been cloned into the ~/code/helm-charts directory, but they should be run from the root of the github.com/sematic-ai/sematic repo directory.

    2. Make sure your helm-charts project's gh-pages branch is up-to-date.

      $ cd ~/code/helm-charts
$ git checkout gh-pages
$ git pull
$ cd ~/code/sematic

    3. Generate the updated Helm package from the Sematic repo.

      $ export HELM_REPO=~/code/helm-charts
$ helm package helm/sematic-server
$ helm repo index . \
        --url https://sematic-ai.github.io/helm-charts/sematic-server \
        --merge $HELM_REPO/index.yaml
$ mv index.yaml $HELM_REPO/index.yaml
$ mv *.tgz $HELM_REPO/sematic-server/

    4. (OPTIONAL) Only do this step if you know that the Sematic Grafana dashboards have been updated and need to be released. Generate the updated Helm package from the Sematic repo.

      $ export HELM_REPO=~/code/helm-charts
$ helm package helm/sematic-grafana-dashboards
$ helm repo index . \
        --url https://sematic-ai.github.io/helm-charts/sematic-grafana-dashboards \
        --merge $HELM_REPO/index.yaml
$ mv index.yaml $HELM_REPO/index.yaml
$ mv *.tgz $HELM_REPO/sematic-grafana-dashboards/

    5. You should now have a new sematic-server/sematic-server-X.X.X.tgz file in the helm-charts repo, and a modified index.yaml file. If you optionally created a package for the Grafana dashboards, you should also have a sematic-grafana-dashboards/sematic-grafana-dashboards-X.X.X.tgz file in the helm-charts repo. Commit and push all of these to a new release branch, and create a PR for the change based on gh-pages. Wait for approval, and merge it.

  5. Deploy this new official release to the stage environment, in order to leave it in a consistent and expected state, and to test the actual commands users will be using to deploy the release.

    $ # Run this step if it has never been done before
$ helm repo add sematic-ai https://sematic-ai.github.io/helm-charts

$ # STAGE:
$ helm repo update
$ helm upgrade sematic-server sematic-ai/sematic-server -n stage -f /path/to/stage_values.yml
$ helm list -n stage  # check that the expected APP VERSION was deployed

  6. Finally, draft the release on GitHub, from the tag you previously committed:

    • Pick the "previous tag" from the dropdown to refer to the previous release.
    • Add a "## What's Changed" section, and copy the newly added section of the changelog.md.
    • Add a "Full Changelog" link, and validate it.
    • Add a "# Helm Chart Version section, and list the appVersion field here from helm/sematic-server/Chart.yaml.
    • Add a "## Compatibility" section which states that only clients versions down to MIN_CLIENT_SERVER_SUPPORTS from sematic/versions.py are supported.
    • If docs/upgrades.md contains an entry for upgrading to the released version, add an "## Upgrade Instructions" section, and list and link this documentation entry.
    • Add a "## New Contributors" section, if this applies. List all external contributors who have made commits since the last release, and thank them.
    • Attach the wheel in the "Assets" section.

Patch Releases

If an issue is discovered on the latest release which impacts users to an extent that warrants a hotpatch, then instead of performing the release from the main branch, we:

  • create a separate hotpatch release branch starting from the previous release tag and switch to that branch
  • fix the issue and merge it into the release branch via either the normal PR review procedure, or by merging directly in time sensitive situations
  • follow all the other steps from the Releasing section
  • switch to the main branch, cherry-pick all the changes contained in the hotpatch branch, and merge a PR with these commits

Special Releases

Sometimes we want to cut releases that contain only a subset of changes that have been included in the main branch since the previous release. In these cases, instead of performing the release from the main branch, we:

  • create a separate release branch starting from the previous release tag and switch to that branch
  • cherry-pick the commits we want to include
  • follow all the other steps from the Releasing section
  • switch to the main branch, make a commit that contains the previous version increase and reconciles the changelog, and merge a PR with this commit

Updating the CircleCi Image

The image used for most of our CircleCi steps is built using docker/Dockerfile.ci. After updating it, open a PR with the change, push the image to Dockerhub using the PR number as a tag (in order to be able to maintain a history, and revert, if necessary), and update the SEMATIC_CI_IMAGE env var in the CircleCi project settings.