mirror of
https://github.com/DOI-DO/j40-cejst-2.git
synced 2025-07-29 09:31:18 -07:00
Fargate Serverless Workers for Census Data Enrichment and Tile Generation (#230)
* add basic infrastructure
* add cloudfront distribution
* WIP checkpoint
* add ecs cluster
* add conditions and route53 dns entry to cloudfront
* WIP checkin
* Added a raw execution mode for demo/testing
* Add pre-defined Task for ogr2ogr
* Tweak Task Definition name
* Mostly working except for logging error
* Add additional logging permissions
* Succesfully executed ogr2ogr in fargate. S3 permissions needs to be addresses
* Add multipart permissions
* Add a few more actions
* Put IAM Policy on the correct resource
* Deploy lambda and update events
* fix iam permissions 🤦🏻♂️
* Add reference to Tippecanoe container
* Clean up to only use named actions
* Refactor resources to include support for tippecanoe
* Make a more interesting GDAL command
* Pull all ECS variables into environment file; successful test of running tippecanoe container
* Support pre/post commands
* Refactor codebase and enable linting
* Implement many-to-many enrichment between USDS CSV files and Census zipped shapefiles
* Change the GDAL image to one with the built-in drivers
* Add some additional fixes to support the enrichment use case
* Clean up old hello-world example
* Expand the README to include ways to execute the lambdas
* Validate scheduled lambda execution and then comment out
Co-authored-by: Tim Zwolak <timothypage@gmail.com>
This commit is contained in:
Lucas Scharenbroich
GitHub
parent
92efc5c937
commit
38fff9cea8
27 changed files with 7271 additions and 0 deletions
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module.exports = {
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"env": {
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"node": true,
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"commonjs": true,
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"es2020": true
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},
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"extends": "eslint:recommended",
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"parserOptions": {
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"ecmaVersion": 11
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},
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"rules": {
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}
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};
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187
infrastructure/functions/detect-changes-for-worker/ecs.js
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187
infrastructure/functions/detect-changes-for-worker/ecs.js
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/**
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* Load an ECS Task Definition template and apply variable substitution
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*/
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async function createECSTaskDefinition(options, templateName, taskVars) {
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const { fs, path } = options.deps;
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const { util } = options.deps.local;
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// Load the task template
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const templatePath = path.join(__dirname, 'taskDefinitions', `${templateName}.json`);
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const rawTaskTemplate = await fs.promises.readFile(templatePath, 'utf8');
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// Perform variable substitution
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const taskTemplate = util.applyVariableSubstitution(options, taskVars, rawTaskTemplate);
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// Parse into a JSON object and return
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return JSON.parse(taskTemplate);
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}
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/**
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* Takes the event parameters and performs some variable substitution for the
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* SQL query based on the actual S3 items being processed.
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*/
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function createECSTaskVariablesFromS3Record(options, record) {
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const { event } = options;
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const { REGION } = options.env;
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const { util } = options.deps;
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// Create substituion variables from the S3 record
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const vars = util.createSubstitutionVariablesFromS3Record(options, record, 's3');
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// Apply them to the SQL clause
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const sql = util.applyVariableSubstitution(options, vars, event.sql);
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// Return the modified event record
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return {
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...event,
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REGION,
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sql
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};
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}
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/**
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* Small utility function to look at a bash command line element and decide if it needs to
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* be quoted and/or any characters escaped.
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*
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* Currently, it just takes are of double-quotes and does not do full nested escapes.
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*/
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function quoteAndEscape(s) {
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// Escape any single quote chars using ASCII codes
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// @see https://stackoverflow.com/a/42341860/332406
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//
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// Throw an exception if there are double-quotes in the command itself, soo much nested
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// escaping for now....
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if (s.includes('"')) {
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throw new Error(`Double-quotes are not allowed in the container arguments`);
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}
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// If there are any space in the string, wrap it in escaped double-quotes
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if (s.includes(' ')) {
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return `"${s}"`;
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}
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return s;
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}
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/**
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* Take an array of commands and modify it with a list of pre- and post-
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* command to run in the image. This is primarily used to move files in
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* and out of the container ephemeral storage.
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*/
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function wrapContainerCommand(options, pre, command, post) {
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// We will run all of the commands as a chained bash command, so merge everything
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// together using '&&' chaining.
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//
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// We expect the pre/post arrays to be full commands, while the command array is a list
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// on individual pieces of a single command.
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if (!pre && !post) {
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return command;
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}
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const allCommands = [];
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// Pre-commands come first
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allCommands.push(...(pre || []));
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// Turn the primary array of command line arguments into a single command line string. Be sure to
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// quote/escape elements with spaces and double-quotes
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allCommands.push(command.map(c => quoteAndEscape(c)).join(' '));
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// And add in the post-commands last
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allCommands.push(...(post || []));
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// Return a new array of commands with everything chained using '&&' so that execution will terminate
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// as soon as any command in the chain fails.
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return ['/bin/sh', '-c', allCommands.join(' && ')];
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}
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/**
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* Returns the appropriate ECS Task Definition name based on the current action
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*/
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function getTaskDefinitionName(options, event) {
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const { GDAL_TASK_DEFINITION, TIPPECANOE_TASK_DEFINITION } = options.env;
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const { action } = event;
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switch (action) {
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case 'gdal':
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case 'ogr2ogr':
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case 'enrichment':
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return GDAL_TASK_DEFINITION;
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case 'tippecanoe':
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return TIPPECANOE_TASK_DEFINITION;
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}
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throw new Error(`No Fargate Task Definition defined for ${action}`);
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}
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/**
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* Returns the appropriate ECS Container Definition name based on the current action
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*/
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function getFargateContainerDefinitionName(options, event) {
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const { GDAL_CONTAINER_DEFINITION, TIPPECANOE_CONTAINER_DEFINITION } = options.env;
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const { action } = event;
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switch (action) {
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case 'gdal':
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case 'ogr2ogr':
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case 'enrichment':
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return GDAL_CONTAINER_DEFINITION;
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case 'tippecanoe':
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return TIPPECANOE_CONTAINER_DEFINITION
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}
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throw new Error(`No Fargate Container Definition Name defined for ${action}`);
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}
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/**
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* Executes a (known) container in Fargate with the provided command line parameters.
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*/
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async function executeRawCommand(options, event) {
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const { ecs, logger } = options.deps;
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const { env } = options;
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const { ECS_CLUSTER, VPC_SUBNET_ID } = env;
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// If there are pre- or post- commands defined, wrap up the primary command
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const containerCommand = wrapContainerCommand(options, event.pre, event.command, event.post);
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// Get the name of the container that we are using
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const containerDefinitionName = getFargateContainerDefinitionName(options, event);
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// Create the full Task parameter object and execute
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const params = {
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taskDefinition: getTaskDefinitionName(options, event),
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cluster: ECS_CLUSTER,
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launchType: 'FARGATE',
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count: 1,
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networkConfiguration: { // Must be specified for tasks with `awsvpc` networking and awsvpc networking is required for FARGATE launch types
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awsvpcConfiguration: {
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subnets: [
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VPC_SUBNET_ID
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],
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assignPublicIp: 'DISABLED',
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securityGroups: []
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}
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},
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overrides: {
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containerOverrides: [
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{
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name: containerDefinitionName,
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command: containerCommand
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}
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]
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}
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};
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logger.info(`Executing ECS Task...`, JSON.stringify(params, null, 2));
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return await ecs.runTask(params).promise();
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}
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module.exports = {
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createECSTaskDefinition,
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createECSTaskVariablesFromS3Record,
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executeRawCommand,
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getFargateContainerDefinitionName,
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getTaskDefinitionName,
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wrapContainerCommand
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};
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{
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"action": "enrichment",
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"sourceBucketName": "j40-sit-justice40-data-harvester-data",
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"sourceBucketPrefix": "usds/custom.csv",
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"age": 86400,
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"censusBucketName": "j40-sit-justice40-data-harvester-data",
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"censusBucketPrefix": "census/tabblock2010_01_pophu.zip",
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"pre": [
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"wget https://j40-sit-justice40-data-harvester-data.s3.amazonaws.com/usds/${source.Key} -O /tmp/custom.csv"
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],
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"command": [
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"--debug", "ON",
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"-f", "GeoJSON",
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"-sql", "SELECT * FROM ${census.Key:base} LEFT JOIN '/tmp/custom.csv'.custom ON ${census.Key:base}.BLOCKID10 = custom.BLOCKID10",
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"/vsis3/j40-sit-justice40-data-harvester-data/joined/${source.Key:base}-${census.Key:base}.json",
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"/vsizip//vsicurl/https://j40-sit-justice40-data-harvester-data.s3.amazonaws.com/census/${census.Key}"
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]
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}
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{
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"action": "gdal",
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"command": [
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"ogrinfo",
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"-al",
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"-so",
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"-ro",
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"/vsizip//vsicurl/https://j40-sit-justice40-data-harvester-data.s3.amazonaws.com/census/tabblock2010_01_pophu.zip"
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]
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}
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{
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"action": "ogr2ogr",
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"command": [
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"--debug", "ON",
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"-f",
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"GeoJSON",
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"/vsis3/j40-sit-justice40-data-harvester-data/sources/tabblock2010_01_pophu.json",
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"/vsizip//vsicurl/https://j40-sit-justice40-data-harvester-data.s3.amazonaws.com/census/tabblock2010_01_pophu.zip"
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]
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}
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{
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"action": "tippecanoe",
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"pre": [
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"curl https://gp-sit-tileservice-tile-cache.s3.amazonaws.com/usds/usa.csv -o /tmp/usa.csv",
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"curl https://gp-sit-tileservice-tile-cache.s3.amazonaws.com/usds/tristate.mbtiles -o /tmp/tristate.mbtiles"
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],
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"post": [
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"aws s3 cp /tmp/tl_2010_bg_with_data.mbtiles s3://j40-sit-justice40-data-harvester-data/output/tl_2010_bg_with_data.mbtiles",
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"tile-join --force -pk -pC -n tl_2010_bg -e /tmp/tiles /tmp/tl_2010_bg_with_data.mbtiles",
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"aws s3 sync /tmp/tiles s3://j40-sit-justice40-data-harvester-data/output/tiles"
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],
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"command": [
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"tile-join",
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"--force",
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"-pk",
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"-n",
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"tl_2010_bg",
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"-o",
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"/tmp/tl_2010_bg_with_data.mbtiles",
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"-c",
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"/tmp/usa.csv",
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"/tmp/tristate.mbtiles"
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]
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}
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11
infrastructure/functions/detect-changes-for-worker/gdal.js
Normal file
11
infrastructure/functions/detect-changes-for-worker/gdal.js
Normal file
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@ -0,0 +1,11 @@
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/**
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* Create an appropriate GDAL path to an S3 object
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*
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function buildDestinationVSIS3Path(_options, name) {
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return `/vsis3/${bucket}/${key}`;
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}
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*/
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module.exports = {
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// buildDestinationVSIS3Path
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}
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130
infrastructure/functions/detect-changes-for-worker/index.js
Normal file
130
infrastructure/functions/detect-changes-for-worker/index.js
Normal file
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@ -0,0 +1,130 @@
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// Standard modules
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const fs = require('fs');
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const path = require('path');
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const { DateTime } = require('luxon');
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const logger = console;
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// AWS APIs
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const AWS = require('aws-sdk');
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// Local modules
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const util = require('./util');
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const gdal = require('./gdal');
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const s3 = require('./s3');
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const ecs = require('./ecs');
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async function handler(event) {
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// Build the options for the lambda
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const options = initialize(event);
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|
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// Determine what action to take
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switch (event.action) {
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// Execute a raw command against the gdal container
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case 'gdal':
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return await ecs.executeRawCommand(options, event);
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// Assume that we're running ogr2ogr
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case 'ogr2ogr':
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return await ecs.executeRawCommand(options, {
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...event,
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command: ['ogr2ogr', ...event.command]
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});
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case 'tippecanoe':
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return await ecs.executeRawCommand(options, event);
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// Combine USDS data with external data sources
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case 'enrichment':
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return await enrichDataWithUSDSAttributes(options, event);
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default:
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logger.warn(`Unknown action ${event.action}. Exiting`);
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break;
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}
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}
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async function enrichDataWithUSDSAttributes(options, event) {
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const { logger } = options.deps;
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const { util, ecs, s3 } = options.deps.local;
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// Use the event.age to calculate the custoff for any input files
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const cutoff = util.getTimestampCutoff(options);
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logger.info(`Cutoff time of ${cutoff}`);
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// Scan the source S3 bucket for items that need to be processed
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const { sourceBucketName, sourceBucketPrefix } = event;
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const sourceS3Records = await s3.fetchUpdatedS3Objects(options, sourceBucketName, sourceBucketPrefix, cutoff);
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// If there are no input record, exit early
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if (sourceS3Records.length === 0) {
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logger.info(`There are no objects in s3://${sourceBucketName}/${sourceBucketPrefix} that have been modified after the cutoff date`);
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return;
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}
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// Scan for the census records
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const { censusBucketName, censusBucketPrefix } = event;
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const censusS3Records = await s3.fetchS3Objects(options, censusBucketName, censusBucketPrefix);
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// If there are no census datasets, exit early
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if (censusS3Records.length === 0) {
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logger.info(`There are no objects in s3://${censusBucketName}/${censusBucketPrefix}`);
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return;
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}
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// Create a set of substitution variables for each S3 record that will be applied to the
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// action template
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const censusVariables = censusS3Records.map(r => util.createSubstitutionVariablesFromS3Record(options, r, 'census'));
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const sourceVariables = sourceS3Records.map(r => util.createSubstitutionVariablesFromS3Record(options, r, 'source'));
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// Kick off an ECS task for each (source, census) pair.
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for ( const census of censusVariables ) {
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for ( const source of sourceVariables) {
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// Merge the variables together
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const vars = { ...census, ...source };
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|
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// Let the logs know what's happening
|
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logger.info(`Enriching ${vars['census.Key']} with ${vars['source.Key']}...`);
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|
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// Apply the substitutions to the pre, post, and command arrays
|
||||
const pre = util.applyVariableSubstitutionToArray(options, vars, event.pre);
|
||||
const post = util.applyVariableSubstitutionToArray(options, vars, event.post);
|
||||
const command = util.applyVariableSubstitutionToArray(options, vars, event.command);
|
||||
|
||||
await ecs.executeRawCommand(options, {
|
||||
...event,
|
||||
pre,
|
||||
command: ['ogr2ogr', ...command],
|
||||
post
|
||||
});
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
/**
|
||||
* Wrap all dependencies in an object in order to inject as appropriate.
|
||||
*/
|
||||
function initialize(event) {
|
||||
logger.debug('event:', JSON.stringify(event, null, 2));
|
||||
return {
|
||||
deps: {
|
||||
DateTime,
|
||||
fs,
|
||||
logger,
|
||||
path,
|
||||
s3: new AWS.S3(),
|
||||
ecs: new AWS.ECS(),
|
||||
local: {
|
||||
ecs,
|
||||
gdal,
|
||||
s3,
|
||||
util
|
||||
}
|
||||
},
|
||||
env: process.env,
|
||||
event
|
||||
};
|
||||
}
|
||||
|
||||
module.exports = {
|
||||
handler
|
||||
};
|
||||
968
infrastructure/functions/detect-changes-for-worker/package-lock.json
generated
Normal file
968
infrastructure/functions/detect-changes-for-worker/package-lock.json
generated
Normal file
|
|
@ -0,0 +1,968 @@
|
|||
{
|
||||
"name": "detect-changes-for-worker",
|
||||
"version": "0.0.1",
|
||||
"lockfileVersion": 1,
|
||||
"requires": true,
|
||||
"dependencies": {
|
||||
"@babel/code-frame": {
|
||||
"version": "7.12.11",
|
||||
"resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.12.11.tgz",
|
||||
"integrity": "sha512-Zt1yodBx1UcyiePMSkWnU4hPqhwq7hGi2nFL1LeA3EUl+q2LQx16MISgJ0+z7dnmgvP9QtIleuETGOiOH1RcIw==",
|
||||
"dev": true,
|
||||
"requires": {
|
||||
"@babel/highlight": "^7.10.4"
|
||||
}
|
||||
},
|
||||
"@babel/helper-validator-identifier": {
|
||||
"version": "7.14.5",
|
||||
"resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.14.5.tgz",
|
||||
"integrity": "sha512-5lsetuxCLilmVGyiLEfoHBRX8UCFD+1m2x3Rj97WrW3V7H3u4RWRXA4evMjImCsin2J2YT0QaVDGf+z8ondbAg==",
|
||||
"dev": true
|
||||
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||||
}
|
||||
}
|
||||
72
infrastructure/functions/detect-changes-for-worker/s3.js
Normal file
72
infrastructure/functions/detect-changes-for-worker/s3.js
Normal file
|
|
@ -0,0 +1,72 @@
|
|||
/**
|
||||
* Helper function to determine if we should interpret an S3 object as
|
||||
* a "simple" file or a folder.
|
||||
*/
|
||||
function isSimpleObject(c, prefix) {
|
||||
// If the object ends with a separator charater, interpret that as a folder
|
||||
if (c.Key.endsWith('/')) {
|
||||
return false;
|
||||
}
|
||||
|
||||
// If the object is more deeply nested than the prefix, then ignore, e.g.
|
||||
// prefix = /foo/bar = two separators
|
||||
// c.Key = /foo/bar/baz = three separators [skip]
|
||||
// c.Key = /foo/bar.txt = two separators [pass]
|
||||
// This doesn't give the *exact* count, but all we really care about is that
|
||||
// the value is the same for the prefix and the S3 Key.
|
||||
const separatorCount = c.Key.split('/').length;
|
||||
const prefixSeparatorCount = prefix.split('/').length;
|
||||
|
||||
return separatorCount === prefixSeparatorCount;
|
||||
}
|
||||
|
||||
/**
|
||||
* Return all of the simple S3 objects from a prefix that have a LastModified
|
||||
* date after a cutoff date.
|
||||
*
|
||||
* This returns objects that have recently changed for re-processing.
|
||||
*/
|
||||
function fetchUpdatedS3Objects (options, bucket, prefix, cutoff) {
|
||||
// Define a filter function that only looks at object on a single level of the
|
||||
// bucket and removes any objects with a LastModified timestamp prior to the cutoff
|
||||
const threshold = cutoff.toMillis();
|
||||
const filterFunc = (c) => isSimpleObject(c, prefix) && (threshold < c.LastModified.getTime());
|
||||
|
||||
return fetchS3Objects(options, bucket, prefix, filterFunc);
|
||||
}
|
||||
|
||||
/**
|
||||
* Basic utility function to return S3 object from a bucket that match a given prefix. An
|
||||
* optional filtering function can be passed in.
|
||||
*/
|
||||
async function fetchS3Objects (options, bucket, prefix, filterFunc = () => true) {
|
||||
const { s3 } = options.deps;
|
||||
const objects = [];
|
||||
|
||||
// Limit the results to items in this bucket with a specific prefix
|
||||
const params = {
|
||||
Bucket: bucket,
|
||||
Prefix: prefix
|
||||
};
|
||||
|
||||
do {
|
||||
// Get all of the initial objects
|
||||
const response = await s3.listObjectsV2(params).promise();
|
||||
|
||||
// Optionally, filter out objects
|
||||
const contents = response.Contents.filter(filterFunc);
|
||||
objects.push(...contents);
|
||||
|
||||
params.ContinuationToken = response.IsTruncated
|
||||
? response.NextContinuationToken
|
||||
: null;
|
||||
} while (params.ContinuationToken);
|
||||
|
||||
return objects;
|
||||
}
|
||||
|
||||
module.exports = {
|
||||
isSimpleObject,
|
||||
fetchS3Objects,
|
||||
fetchUpdatedS3Objects
|
||||
};
|
||||
|
|
@ -0,0 +1,25 @@
|
|||
{
|
||||
"containerDefinitions": [
|
||||
{
|
||||
"name": "ECSUSDSJustice40Worker",
|
||||
"image": "osgeo/gdal:alpine-small-latest",
|
||||
"cpu": 1024,
|
||||
"environment": [
|
||||
{
|
||||
"name": "AWS_REGION",
|
||||
"value": "${REGION}"
|
||||
}
|
||||
],
|
||||
"command": [
|
||||
"ogr2ogr",
|
||||
"-f", "GeoJSON",
|
||||
"-sql", "${sql}",
|
||||
"${output}",
|
||||
"${input}"
|
||||
],
|
||||
"memory": 1024,
|
||||
"essential": true
|
||||
}
|
||||
],
|
||||
"family": ""
|
||||
}
|
||||
|
|
@ -0,0 +1,21 @@
|
|||
{
|
||||
"containerDefinitions": [
|
||||
{
|
||||
"name": "ECSUSDSJustice40Worker",
|
||||
"image": "osgeo/gdal:alpine-small-latest",
|
||||
"cpu": 1024,
|
||||
"environment": [
|
||||
{
|
||||
"name": "AWS_REGION",
|
||||
"value": "${REGION}"
|
||||
}
|
||||
],
|
||||
"command": [
|
||||
"ogr2ogr"
|
||||
],
|
||||
"memory": 1024,
|
||||
"essential": true
|
||||
}
|
||||
],
|
||||
"family": ""
|
||||
}
|
||||
19
infrastructure/functions/detect-changes-for-worker/test.env
Normal file
19
infrastructure/functions/detect-changes-for-worker/test.env
Normal file
|
|
@ -0,0 +1,19 @@
|
|||
REGION=us-east-1
|
||||
STAGE=sit
|
||||
|
||||
# ESC Cluster name that will from the containers
|
||||
ECS_CLUSTER=j40-sit-justice40-data-harvester-ECSCluster-ktXGGU9zjwkb
|
||||
|
||||
# VPC Private Subnet that has a NAT GAteway
|
||||
VPC_SUBNET_ID=subnet-07e68cb57322f7b1f
|
||||
|
||||
# Names of the container and task names.
|
||||
GDAL_TASK_DEFINITION=sit-justice40-data-harvester-gdal
|
||||
GDAL_CONTAINER_DEFINITION=sit-justice40-data-harvester-osgeo-gdal
|
||||
TIPPECANOE_TASK_DEFINITION=sit-justice40-data-harvester-tippecanoe
|
||||
TIPPECANOE_CONTAINER_DEFINITION=sit-justice40-data-harvester-mgiddens-tippecanoe
|
||||
|
||||
# AWS Credentials
|
||||
AWS_ACCESS_KEY_ID=
|
||||
AWS_SECRET_ACCESS_KEY=
|
||||
AWS_DEFAULT_REGION=us-east-1
|
||||
70
infrastructure/functions/detect-changes-for-worker/util.js
Normal file
70
infrastructure/functions/detect-changes-for-worker/util.js
Normal file
|
|
@ -0,0 +1,70 @@
|
|||
/**
|
||||
* Create a luxon object representing a cutoff based on the `age`
|
||||
* passed in from the event.
|
||||
*
|
||||
* A null or zero value for age returns the current time.
|
||||
*/
|
||||
function getTimestampCutoff(options) {
|
||||
const { event } = options;
|
||||
const { DateTime } = options.deps;
|
||||
|
||||
if (!event.age) {
|
||||
return DateTime.fromMillis(0);
|
||||
}
|
||||
|
||||
return DateTime.now().minus({ seconds: event.age });
|
||||
}
|
||||
|
||||
/**
|
||||
* Create a set of substitution variables from an S3 record
|
||||
*/
|
||||
function createSubstitutionVariablesFromS3Record(options, record, prefix) {
|
||||
const { path } = options.deps;
|
||||
|
||||
const fullKey = record.Key;
|
||||
const baseKey = path.basename(fullKey);
|
||||
const baseKeyExt = path.extname(baseKey);
|
||||
const baseKeyNoExt = path.basename(baseKey, baseKeyExt);
|
||||
|
||||
// Define all of the valid substitution variables
|
||||
const vars = {};
|
||||
vars[`${prefix}.Key:full`] = fullKey;
|
||||
vars[`${prefix}.Key`] = baseKey;
|
||||
vars[`${prefix}.Key:base`] = baseKeyNoExt;
|
||||
vars[`${prefix}.Key:ext`] = baseKeyExt;
|
||||
|
||||
return vars;
|
||||
}
|
||||
|
||||
/**
|
||||
* Given a collection of key/value input variables, replace
|
||||
* occurences of ${key} in the input with the corresponding
|
||||
* values
|
||||
*/
|
||||
function applyVariableSubstitution(options, vars, input) {
|
||||
let result = input;
|
||||
for (const [key, value] of Object.entries(vars)) {
|
||||
const token = '${' + key + '}';
|
||||
|
||||
// Use the split-join-method because the tokens have special characters which
|
||||
// confuses the Regular Expression constructor
|
||||
// @see https://stackoverflow.com/a/17606289/332406
|
||||
result = result.split(token).join(value);
|
||||
}
|
||||
|
||||
return result;
|
||||
}
|
||||
|
||||
/**
|
||||
* Generaliztion of the previsou function.
|
||||
*/
|
||||
function applyVariableSubstitutionToArray(options, vars, inputs) {
|
||||
return (inputs || []).map(input => applyVariableSubstitution(options, vars, input));
|
||||
}
|
||||
|
||||
module.exports = {
|
||||
applyVariableSubstitution,
|
||||
applyVariableSubstitutionToArray,
|
||||
createSubstitutionVariablesFromS3Record,
|
||||
getTimestampCutoff
|
||||
};
|
||||
Loading…
Add table
Add a link
Reference in a new issue