Look At Me Sideways (LAMS)

LAMS is a style guide and linter for Looker's LookML data modeling language. It is designed to help a team of developers to produce more maintainable LookML projects.

The style guide alone can help your project, even without enforcement by the linter.
The linter comes with a number of built-in rules from the style guide.
The linter also allows you to conveniently specify custom rules to enforce.
The linter can be deployed to enforce rules for all commits to your master branch.

Interested? See a video of LAMS in action!

Functionality & Features
Deployment Examples
Configuration
About

Functionality & Features

Built-in Linter Rules

The linter comes with built-in rules that can enforce rules K1-4, F1-4, E1-2, T1-2, and W1 from the style guide.

As of LAMS v3, you must opt-in via your manifest.lkml file to use the built-in rules. Here is an example declaration opting in to all the currently available built-in rules:

#LAMS
#rule: K1{} # Primary key naming
#rule: K3{} # Primary keys first
#rule: K4{} # Primary keys hidden
#rule: K7{} # Provide one `primary_key`
#rule: K8{} # `primary_key` uses PK dims
#rule: F1{} # No cross-view fields
#rule: F2{} # No view-labeled fields
#rule: F3{} # Count fields filtered
#rule: F4{} # Description or hidden
#rule: E1{} # Join with subst'n operator
#rule: E2{} # Join on PK for "one" joins
#rule: E6{} # FK joins are m:1
#rule: E7{} # Explore label 25-char max
#rule: T1{} # Triggers use datagroups 
#rule: T2{} # Primary keys in DT
#rule: W1{} # Block indentation
#rule: W1{} # Block indentation

Custom Rules

In addition to linting against its style guide, LAMS also lets you specify your own rules. See Customizing LAMS.

Rule Exemptions

You can opt-out of rules granularly by locally specifying rule_exemptions.

The rule exemption syntax encourages developers to document the reason for each such exemption:

view: rollup {
  sql_table_name: my_table ;;

  #LAMS
  #rule_exemptions: {
  #  K3: "2018-11-12 - Bob said it's ok"
  #}
  dimension: info {...}
  ...

(BETA) You can also opt-out of rules granularly from a centrally maintained lams-exemptions.ndjson file. Simply specify the rule name and location to exempt in a series of newline-terminated JSON objects:

{"rule":"K3","location":"model:my_model/view:rollup"}
{"rule":"K3","location":"model:my_other_model/view:foo"}

You may also apply rule_exemptions globally in your project.manifest, but this is generally unnecessary as of LAMS v3.

Output

Once LAMS has evaluated your project against the necessary rules, the resulting list of messages are communicated back to you through one of several output modes.

The default mode is a human-readable tabble logged to the command line / stdout, where each line represents a distinct message:

Another available output mode is formatting the messages into a markdown file in your project, so that they can be viewed in Looker's IDE. Here is an example of a resulting markdown file as displayed in Looker:

Deployment Examples

Although LAMS can be deployed in many ways to fit your specific CI flow, we have put together a few examples and resources to get you up and running quicker. (If you'd like to contribute your configuration, get in touch!)

Regardless of which example you follow, we recommend pinning your LAMS version to a particular major version.

Local Interactive Usage - To use LAMS with the least overhead for simple interactive local use and testing:

npm install -g @looker/look-at-me-sideways@3
cd <your-lookml-project>
lams

Github Action - This option is very quick to get started if you're using Github, and offers a compromise between convenience of setup and per-commit run performance.

The following examples were prepared for v1 of LAMS, though updating them for v2+ should be straightforward. Please review v2 release notes for details. In particular, look for error messages on the console's standard output rather than a file output to be committed back to the repo.

GitLab CI - A community-contributed configuration for GitLab, which offers similarly low overhead as our dockerized Jenkins configuration
Dockerized Jenkins Server - We have provided a Docker image with an end-to-end configuration including a Jenkins server, LAMS, and Github protected branches & status checks configuration.
CircleCI - A community-contributed configuration for CircleCI (external link)

Configuration

Command-line arguments

reporting - Required. One of yes, no, save-yes, or save-no. See PRIVACY.md for details.
report-user - An email address to use in reporting. See PRIVACY.md for details.
report-license-key - A Looker license key to use in reporting. See PRIVACY.md for details.
output - A comma-separated string of output modes from among: lines (default), markdown, markdown-developer, jenkins, legacy-cli, or (BETA) add-exemptions
source - A glob specifying which files to read. Defaults to **/{*.model,*.explore,*.view,manifest}.lkml.
cwd - A path for LAMS to use as its current working directory. Useful if you are not invoking lams from your LookML repo directory.
project-name - An optional name for the project, used to generate links back to the project in mardown output. Specifying this in manifest.lkml is preferred.
manifest - A JSON-encoded object to override any properties that are normally set via the manifest.lkml file.
on-parser-error - Set to "info" to indicate that LookML parsing errors should not fail the linter, but yield an info level message instead (not all output modes display info level messages)
verbose - Set to also output verbose level messages, for output modes that support it (lines)
date-output - Set to "none" to skip printing the date at the top of the issues.md file.
allow-custom-rules - Experimental and not recommended. Used to approve the running of Javascript-based custom rules. DO NOT USE TO RUN UNTRUSTED CODE. See custom rules for details.

Manifest.lkml arguments

If your LookML project doesn't have a manifest.lkml file, you may want to consider adding one! LAMS uses the following information from your project's mainfest.lkml file:

name - Recommended. A name for the project, used to generate links back to the project in mardown output. If the native LookML validator complains about an unnecessary project name, you can use a conditional #LAMS comment to specify it.
rule: rule_name - Recommended. Used to opt-in to built-in rules and to specify custom rules. See customizing LAMS
rule_exemptions - Optional. Originally used in 1 & v2 to opt-out of rules globally. A global opt-out can still be useful for opting-out of certain "sub rules" that a rule may return without opting-out of the entire rule. See customizing LAMS

git clone [email protected]:looker-open-source/look-at-me-sideways.git
cd look-at-me-sideways
mv npm-shrinkwrap.dev.json npm-shrinkwrap.json 
npm install

Publishing an update? The following hooks will run:

npm version {minor|major|patch}
> Pre-verion: npm run lint-fix
> Pre-verion: npm run test

npm publish
> Pre-publish: npm shrinkwrap
> Pre-publish: mv npm-shrinkwrap.json npm-shrinkwrap.dev.json
> Pre-publish: npm prune --prod
> Pre-publish: npm shrinkwrap

Code of Conduct

This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the Contributer Covenant Code of Conduct. Concerns or incidents may be reported confidentially to [email protected].

Other LookML Linting Projects

Interested in LookML linting but looking to shop around a bit? The community has come up with a few other options:

Or if you want to write your own, you may want to start with one of these LookML parsers:

https://www.npmjs.com/package/lookml-parser (JS, used by LAMS)
https://github.com/joshtemple/lkml (Python)
https://github.com/drewgillson/lkml (JS port of the above)

>_>

looker-open-source/look-at-me-sideways

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Repository Details

Look At Me Sideways (LAMS)

Contents

Functionality & Features

Built-in Linter Rules

Custom Rules

Rule Exemptions

Output

Deployment Examples

Configuration

Command-line arguments

Manifest.lkml arguments

About

Release Notes

Privacy Policy

License

Support

Authors

Contributing

Code of Conduct

Other LookML Linting Projects

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