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Friday, December 27, 2024

Asserting the New Rockset Developer Instruments


We’re excited to launch a brand new ecosystem of developer instruments meant to assist superior customers edit, execute, and deploy Question Lambdas from a neighborhood improvement atmosphere, whereas integrating seamlessly with Model Management and CI/CD programs. Proper now, we’re releasing three instruments into an Open Beta:

  1. Rockset CLI
  2. Rockset VS Code Extension
  3. Rockset Developer UI

On this weblog, we’ll discover finest practices for utilizing these instruments collectively. For extra detailed documentation on utilization of every particular person device, please see the README for every device. Try the video beneath for an in depth walk-through of the brand new instruments.

Embedded content material: https://www.youtube.com/watch?v=WhRueFicCUg&t=2s

Earlier than you begin

Earlier than you begin utilizing the brand new Rockset Developer Instruments, we suggest that you just strive the next from the Rockset Console:

  1. Arrange a Rockset Account within the Rockset Console
  2. Create a Question Lambda utilizing the Console Question Editor
  3. Create a tag in your Question Lambda
  4. Execute a Question Lambda by tag from its API endpoint or from considered one of our SDKs

The Excessive Stage Workflow

The brand new Rockset Developer Instruments allow you to maneuver the supply of fact in your Question Lambdas to your Model Management System (VCS). In addition they present sturdy instruments for creating Rockset SQL and deploying your Question Lambdas to Rockset out of your native improvement atmosphere.

We suggest the next excessive stage workflow for utilizing the brand new developer instruments. This workflow intently parallels industry-standard steady improvement flows.

  1. Arrange a neighborhood Rockset challenge in your supply code.

    a. Initialize a brand new challenge in your repository

    b. [CLI] Obtain your Question Lambdas and examine them into your VCS of alternative

  2. Develop your Question Lambdas

    a. [CLI] Create / delete Question Lambdas

    b. [VS Code] Edit Question Lambdas

    c. [Dev UI] Execute your native Question Lambdas

    d. Iterate

    e. Commit and push your code

  3. Deploy your Question Lambdas (CI/CD)

    a. [CLI] Deploy your Question Lambdas to Rockset with Question Lambda Tags

  4. Hit your Question Lambda out of your utility by its Question Lambda Tag
  5. If obligatory, roll again your Question Lambdas

    a. [CLI] Re-deploy the Question Lambdas related to the earlier tagged commit

A Good day World Instance

0. Set up the Developer Instruments

Set up the Rockset CLI device. Set up is at present supported on Linux and MacOS solely.

# Set up 
$ curl https://rockset-cli-artifacts.s3-us-west-2.amazonaws.com/install-standalone.sh | bash

# Restart your terminal to finish set up
# Confirm
$ rockset --version

# Set up CLI autocomplete
$ rockset autocomplete

# Add your authentication info
$ rockset auth:add APIKEY

# Add shell autocomplete help (bash and zsh solely)
$ rockset autocomplete

You’ll be able to create an API key within the Rockset Console.
Set up the Rockset VS Code plugin by the VS Code market. Please see the VS Code documentation for extra particulars about the best way to set up the extension.

1. Arrange a challenge

# Navigate to an empty folder
$ cd ~/initiatives/rockset

# Initialize your native challenge
$ rockset native:init -y

# Add a Question Lambda to your challenge
$ rockset native:queryLambda:add commons.helloWorld

That was straightforward! However what’s happening beneath the hood right here? Let’s view the file system and take a more in-depth look.

$ tree
.
├── rockset.config.json
└── src
    └── commons
        ├── __sql
        │   └── helloWorld.sql
        └── helloWorld.lambda.json

We’ve created 2 recordsdata: a SQL file, and a Question Lambda definition file. The Lambda definition file contains info similar to default parameters and the outline of your Lambda. You’ll be able to view extra details about these recordsdata within the CLI Documentation.

2. Develop your Question Lambdas

We suggest enhancing your Question Lambdas in VS Code for the very best expertise. To get began, open the basis listing of your challenge (the listing containing rockset.config.json).

Open src/commons/__sql/helloWorld.sql, and paste within the following.

SELECT
    'Good day, World' AS "Good day World"

When you’ve got the Rockset SQL extension put in, you must see full syntax highlighting, in addition to autocomplete performance.

You too can execute this SQL immediately in VS Code by operating Execute Rockset Question from the command palette (Open the command palette with Ctrl-Shift-P or Cmd-Shift-P). You too can execute your question utilizing the CLI.

3. Utilizing Parameters

Let’s make our Question Lambda extra attention-grabbing — let’s add a parameter! Reopen the supply in your Lambda, and paste within the following.

SELECT
    CONCAT('Good day ', :identify) AS "Good day World"

This question will now say howdy to you by identify — however how can we execute it with parameters? For extra advanced queries that embody parameters, we suggest utilizing the Rockset Developer UI. To get began, open the Developer UI utilizing

$ rockset native:serve -p 3001 # port

This could robotically open a webpage in your default browser. Click on “commons.helloWorld” to view the execution web page for this Lambda.

House Web page:


Rockset Developer UI Index

Execution Web page:


Screen Shot 2020-08-17 at 1.03.55 PM

Clicking the execute button from this web page will robotically execute the most recent SQL textual content that you’ve saved. But when we click on execute proper now, we see an error — we haven’t specified a worth for the “identify” parameter but! So as to add parameters, click on the Parameters tab. From right here, you may add execution parameters that will likely be handed to alongside together with your SQL throughout execution. Add your identify as a parameter known as “identify”, with kind “string”, and execute your Lambda.

Add Parameters:


Screen Shot 2020-08-17 at 1.08.22 PM

Execute with Parameters:


Screen Shot 2020-08-17 at 1.08.28 PM

It really works!

4. Deploying and Executing your Question Lambdas from an Utility

Deploying your Question Lambdas consists of two steps. First, we’ll deploy a brand new Question Lambda Model. This bundles the Question Lambda, together with its configuration, and uploads it to Rockset beneath a model hash. Subsequent, we tag our Question Lambda in order that we will consult with it from our utility.

Through the use of Question Lambdas along with Tags, we will model and replace our Question Lambdas with out having to switch our utility code.

# Add new variations, then tag them with the event tag
$ rockset challenge:deploy -t dev

# Deploy to manufacturing
$ rockset challenge:deploy -t prod
Efficiently up to date commons.helloWorld — model 061293cecfb67e36
Efficiently tagged commons.helloWorld model 061293cecfb67e36 with tag "prod"

Your Question Lambda is now stay, and might be executed out of your utility!

We are going to use the cURL to check the endpoint. You too can execute a Question Lambda by Tag from any of our Language Shoppers or SDKs.

# Execute the newly deployed CLI
$ rockset api:queryLambdas:execute commons helloWorld prod
[INFO]: POST: /v1/orgs/self/ws/commons/lambdas/helloWorld/tags/prod

You too can discover your Question Lambda within the Rockset Console. When you choose your Question Lambda, you may see instance snippets for executing your Question Lambda out of your utility within the language of your alternative.

Conclusion

We’re extremely excited to announce these new instruments. We hope that by incorporating them into your workflow will allow you to

  • Test Question Lambdas into model management
  • Develop Question Lambdas in your native improvement atmosphere
  • Handle manufacturing Question Lambdas from CI/CD

Completely satisfied Hacking!



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