validation-server v0.7.3
Validation-Server
Web service to validate data with support of multiple schema languages
Large parts of practical data science or other data processing work is spent by bringing dirty data into shape. Data formats define desired shapes of data. To check whether data conforms to a data format, it must be validated. This application helps to validate data against data formats. Validation errors show if, where and how a format is violated so data can be cleaned or rejected. Data formats can be configured with schemas in multiple schema languages.
Table of Contents
Background
Data Formats
Data formats supported by validation server are described as JSON Object with:
idmandatory local format identifiertitleoptional titleshortoptional short title (abbreviation or acronym)descriptionoptional short textual description or definitionurloptional URL with information about the formatwikidataoptional Wikidata identifier of the formatmimetypesoptional array of content typesbaseoptional identifier of a base format (e.g.jsonfor JSON-based formats)versionsan optional object with format versions, the keys used as version identifier (isdefaultif unknown) and each values an object with:schemasan optional array with schemas, each an object with:typemandatory schema type (identifier of a schema language, e.g.json-schema)urloptional URL to retrieve the schema file fromvalueschema as string (mandatory if nourlgiven)
This meta-format is defined as Data About Data Formats with a JSON Schema at https://format.gbv.de/validate/format-schema.json.
API endpoint /formats or command line argument --list return data formats supported by an instance of validation server.
Schema Languages
Schema languages (also known as schema formats or schema types) are data formats used to define other data formats. Formats defined by a schema language all share a common base format. For instance JSON Schema is a schema language to define JSON-based formats, XML Schema is a schema language to define XML-based formats, and regular expressions can be used as schema language to describe character-based formats.
Schema languages supported by validation server are described as data formats with additional mandatory keys restricts referencing the common base format(s).
The following schema languages are supported for validation of other formats. The list is available via API endpoint /languages:
JSON Schema (
json-schema)- Supports
draft-04,draft-06, anddraft-07 - Supports format keywords from https://github.com/ajv-validator/ajv-formats and https://github.com/luzlab/ajv-formats-draft2019
- Supports
XML Schema (
xsd)- Requires
xmllintexecutable to be installed.
- Requires
Regular Expressions (
regexp)- Supports ECMAScript variant with Unicode flag enabled automatically and flags other than
i,m,signored. - Can be given as plain pattern or in form
/${pattern}/${flags}
- Supports ECMAScript variant with Unicode flag enabled automatically and flags other than
Locator Languages
Locator languages such as XPath and JSON Pointer are used to reference parts of a document. Validation server supports the following languages to locate validation errors and/or to select which parts of a document to validate:
JSON Pointer (
jsonpointer) for error locations in JSON documentsLine & Column (
linecol) for error locations in documents: e.g.3:7for line 3 column 7Character position (
rfc5147) for error locations given by character position as defined in RFC 5147: e.g.char=23JSONPath (
jsonpath) limited to value$.*to select to validate elements of a JSON array
See Also
The format registry http://format.gbv.de/ (mostly German) lists data formats relevant to cultural heritage institutions. The thesis described at http://aboutdata.org includes some theoretical background.
Install
Requires at least Node v14.8.0.
Support of XML Schema based formats requires xmllint to be installed:
sudo apt install libxml2-utilsFrom GitHub
git clone https://github.com/gbv/jskos-server.git
cd jskos-server
npm ciConfiguration
The service must be customized via configuration files. By default, this configuration file resides in config/config.json (or config/config.test.json for tests). Missing keys are defaulted from config/config.default.json:
{
"title": "Validation Service",
"description": "Web service to validate data against schemas",
"version": "X.X.X",
"port": 3700,
"proxies": [],
"postLimit": "20MB",
"timeout": 2000,
"allErrors": false
"verbosity": "info",
"formats": [],
"cache": "../cache",
}Keys version and description are defaulted to its value in package.json. In addition the environment variable NODE_ENV is respected with development as default. Alternative values are production, test, and debug.
Key formats must contain an array of data formats or a file containing such array (JSON, NDJSON or YAML format). The list of formats is automatically extended by some hardcoded formats and schema languages.
Some validators stop after finding the first error. Key allErrors configures validators to continue validation to find more errors.
Additional keys provider and links can be used to adjust the HTML footer.
A JSON Schema to validate configuration is included at config/config-schema.json.
Usage
This node package is mainily designed to be run as web service but it can also be used as module. See API Reference for usage of a running server instance instead.
Run Server
# Development server with hot reload and auto reconnect at localhost:3700 (default)
npm run start
# To run the server in production, run this:
NODE_ENV=production node ./server.jsOn startup all configured schemas are downloaded and cached in directory configured with cache (set to false to use a temporary directory). Addition and updates require to restart the server.
Deployment
To provide the service behind a nginx web server at path /validate/ (like at http://format.gbv.de/validate/), add this to nginx configuration file:
location /validate {
port_in_redirect off;
return /validate/;
}
location /validate/ {
proxy_pass http://127.0.0.1:3700/;
}We recommend to use PM2 to start and update the server:
pm2 start ecosystem.config.jsonUpdates
To update an instance deployed with PM2:
# get updates from repository
git pull
# install dependencies
npm ci
# restart the process (adjust process name if needed)
pm2 restart validation-serverThe server needs to be restarted to reflect updates in configuration, including formats and schemas to be supported. Script bin/update.js can help updating formats and local schema files without breaking things.
Use as Module
The internal API is not stable yet!
const { loadConfig, validateConfig, createService, knownFormats } = require("validation-server")
const config = loadConfig()
createService(config).then(service => {
const format = service.getFormat("json-schema", { version: "draft-07" })
// asynchronous validation
format.valid(data)
.then(() => console.log("ok"))
.catch(e => console.error(e.errors))
// validate a stream of records
const resultStream = inputStream.pipe(format.validateStream)
})loadConfig
Returns a valid configuration object. Location of an optional configuration file can be given as argument (or by setting environment variable NODE_ENV to debug or test):
const config = loadConfig("./config.json")An error is thrown on invalid configuration.
validateConfig
Validate a configuration object. Throws an error if configuration is not valid. Returns the passed configuration otherwise.
createService
Given a configuration object, createService returns a promise to an initialized service object with methods:
getFormatreturns format (orundefined), queried byformatidentifier and optionalversion(set todefaultif not specified)listFormatsreturns a list of formats, optionally filtered (see GET /formats for query parameters)
Schemas of format objects can have an additional validate method to validate data in this format.
knownFormats
Object with predefined data formats.
Command Line Interface
The module includes an experimental command line interface:
npm run validate -- --help # run from repository
validate --help # if installed via npmRun Tests
npm test
npm run debug # test with logging enabled
npm run coverage # test with code coverage reportAPI
The response status code should always be 200 (possibly including validation errors, unless there was an API error such as wrong request parameters or unexpected internal failures.
GET /validate
Endpoint to validate records passed via query parameter or URL.
Query parameters
formatformat identifierurlOptional URL to load data fromdataData to be validated. Ignored when parameterurlis given.selectOptional selection of records within the posted data. Only supported for JSON-based formats with JSONPathselect=$(default: data is one record) andselect=$.*(records are array or object elements).encodingOptional alternative encoding for (experimental). Supportsyamlandndjsonfor json-based formats, so far.
Response
Array of same length as the posted data and validation result formeach record. An element is true when the object passed validation, or an array of validation errors when the object failed validation.
Examples
Check whether a simple string such as {} or [x] is valid or invalid JSON:
curl -g 'http://format.gbv.de/validate/validate?format=json&data={}'[
true
]curl -g 'http://format.gbv.de/validate/validate?format=json&data=[x]'[
[
{
"message": "Unexpected token x in JSON at position 1",
"position": { "rfc5147": "char=1", "linecol": "1:2" }
}
]
]JSON parsing errors are returned with location.
The service does not guarantee to return all validation errors but it may stop at the first error.
POST /{format}
Validate records like GET /validate but data is send via HTTP POST payload or as multipart/form-data.
Query parameters or multipart form fields
formatformat identifier. Can also be specified in the URL path, e.g./jsonis identical to/?format=json.versionoptional version identifier. Can also be given as part of format asformat@versionselectoptional selection of records within the posted data.fileFile to be validated (form data only)dataData to be validated (form data only)encodingOptional alternative encoding (experimental)
Response
Same as response of GET /validate.
Examples
This file schema.json contains valid JSON but not a valid JSON Schema:
{
"properties": []
}curl -X POST 'http://format.gbv.de/validate/json-schema' --data-binary @schema.json[
{
"message": "must be object",
"position": {
"jsonpointer": "/properties"
}
}
]This file articles.json contains two records in vzg-article format, one invalid and one valid:
[
{ },
{
"primary_id": {
"id": "123",
"type": "unknown"
},
"title": "An example article",
"lang_code": [ "ger" ],
"journal": {
"title": "Journal of Examples",
"year": "2022"
}
}
]To validate both records in one query, parameter select=$.* must be added:
curl -X POST 'http://format.gbv.de/validate/vzg-article?select=$.*' --data-binary @articles.json[
[
{
"message": "must have required property 'primary_id'",
"position": {
"jsonpointer": ""
}
}
],
true
]GET /formats
Lists all data formats, optionally filtered by identifier, version, and/or schema type.
Query Parameters
format=[id]select format with given format identifierversion=[id]version to filter fortype=[string]schema type filter for
Success Response
JSON Array of format objects.
GET /languages
List schema languages as array of data formats. The result is a subset of GET /formats with same query parameters and response format.
GET /schema
Get a schema file.
Query Parameters
format=[id]format identifierversion=[string]optional version (set todefaultby default)type=[string]optional schema type
Success Response
The schema file is served with corresponding content type.
Error Resonse
An API error with status code 404 is returned in no corresponding schema was found.
Validation Errors
Validation results (see GET /validate and POST /{format}) can include validation errors. Each error is a JSON object with
messagemandatory error messageerroroptional type of errorpositionoptional object mapping locator formats to locators (e.g.rfc5147to locate character positions in a string orjsonpointerto reference elements in a JSON document)
Errors may contain additional keys but these may change with future versions of the service.
For instance the following validation error indicates that value of JSON key authors was not given as array:
{
"message": "must be array",
"position": {
"jsonpointer": "/authors"
}
}API Errors
Non-validation errors such as wrong request parameters or unexpected internal failures are returned as JSON object such as the following:
{
"error": "MalformedRequest",
"status": 400,
"message": "Missing query parameter: format"
}A stack trace is included in development mode.
Maintainers
Contributing
PRs accepted against the dev branch. Never directly work on the main branch.
For releases (maintainers only) make changes on dev and then run the release script:
npm run release:patch # or minor or majorLicense
MIT © 2022 Verbundzentrale des GBV (VZG)