2024-01-07 04:27:18 +00:00
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/**
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* @typedef {import('./types.js').SchemaElement} SchemaElement
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2024-01-20 02:51:16 +00:00
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* @typedef {import('./types.js').SchemaTree} SchemaTree
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2024-01-07 04:27:18 +00:00
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*/
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/**
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* Build a tree from the schema elements.
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*
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* @param {SchemaElement[]} schema
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2024-01-20 02:51:16 +00:00
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* @param {number} rootIndex index of the root element
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2024-01-07 04:27:18 +00:00
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* @returns {SchemaTree} tree of schema elements
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*/
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2024-03-13 02:58:54 +00:00
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function schemaTree(schema, rootIndex) {
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2024-01-20 02:51:16 +00:00
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const root = schema[rootIndex]
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2024-01-07 04:27:18 +00:00
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const children = []
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2024-01-20 02:51:16 +00:00
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let count = 1
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2024-01-07 04:27:18 +00:00
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// Read the specified number of children
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if (root.num_children) {
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while (children.length < root.num_children) {
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2024-01-20 02:51:16 +00:00
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const child = schemaTree(schema, rootIndex + count)
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count += child.count
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2024-01-07 04:27:18 +00:00
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children.push(child)
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}
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}
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2024-01-20 02:51:16 +00:00
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return { count, element: root, children }
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2024-01-07 04:27:18 +00:00
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}
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/**
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* Get the schema element with the given name.
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*
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* @param {SchemaElement[]} schema
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* @param {string[]} name path to the element
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2024-03-13 02:58:54 +00:00
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* @returns {SchemaTree} schema element
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2024-01-07 04:27:18 +00:00
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*/
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export function schemaElement(schema, name) {
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let tree = schemaTree(schema, 0)
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// traverse the tree to find the element
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for (const part of name) {
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const child = tree.children.find(child => child.element.name === part)
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2024-02-17 00:07:09 +00:00
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if (!child) throw new Error(`parquet schema element not found: ${name}`)
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2024-01-07 04:27:18 +00:00
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tree = child
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}
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2024-03-13 02:58:54 +00:00
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return tree
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2024-01-07 04:27:18 +00:00
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}
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/**
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* Check if the schema element with the given name is required.
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2024-02-17 00:07:09 +00:00
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* An element is required if all of its ancestors are required.
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2024-01-07 04:27:18 +00:00
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*
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* @param {SchemaElement[]} schema
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* @param {string[]} name path to the element
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* @returns {boolean} true if the element is required
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*/
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export function isRequired(schema, name) {
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2024-02-17 00:07:09 +00:00
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/** @type {SchemaTree | undefined} */
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let tree = schemaTree(schema, 0)
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for (let i = 0; i < name.length; i++) {
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// Find schema child with the given name
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tree = tree.children.find(child => child.element.name === name[i])
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if (!tree) throw new Error(`parquet schema element not found: ${name}`)
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if (tree.element.repetition_type !== 'REQUIRED') {
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return false
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}
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}
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return true
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2024-01-07 04:27:18 +00:00
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}
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/**
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* Get the max repetition level for a given schema path.
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*
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* @param {SchemaElement[]} schema
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* @param {string[]} parts path to the element
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* @returns {number} max repetition level
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*/
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export function getMaxRepetitionLevel(schema, parts) {
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let maxLevel = 0
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parts.forEach((part, i) => {
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2024-03-13 02:58:54 +00:00
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const { element } = schemaElement(schema, parts.slice(0, i + 1))
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2024-02-11 22:33:56 +00:00
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if (element.repetition_type === 'REPEATED') {
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2024-04-17 07:48:33 +00:00
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maxLevel++
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2024-01-07 04:27:18 +00:00
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}
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})
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return maxLevel
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}
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/**
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* Get the max definition level for a given schema path.
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*
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* @param {SchemaElement[]} schema
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* @param {string[]} parts path to the element
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* @returns {number} max definition level
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*/
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export function getMaxDefinitionLevel(schema, parts) {
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let maxLevel = 0
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parts.forEach((part, i) => {
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2024-03-13 02:58:54 +00:00
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const { element } = schemaElement(schema, parts.slice(0, i + 1))
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2024-02-11 22:33:56 +00:00
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if (element.repetition_type !== 'REQUIRED') {
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2024-04-17 07:48:33 +00:00
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maxLevel++
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2024-01-07 04:27:18 +00:00
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}
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})
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return maxLevel
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}
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/**
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* Get the number of bytes to skip for definition levels.
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*
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* @param {number} num number of values
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* @returns {number} number of bytes to skip
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*/
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export function skipDefinitionBytes(num) {
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let byteLength = 6
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let n = num >>> 8
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while (n !== 0) {
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2024-04-17 07:48:33 +00:00
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byteLength++
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2024-01-07 04:27:18 +00:00
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n >>>= 7
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}
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return byteLength
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}
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2024-03-14 23:39:03 +00:00
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/**
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* Get the column name as foo.bar and handle list-like columns.
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* @param {SchemaElement[]} schema
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* @param {string[]} path
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* @returns {string} column name
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*/
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export function getColumnName(schema, path) {
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2024-03-12 02:35:57 +00:00
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if (isListLike(schema, path) || isMapLike(schema, path)) {
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2024-03-14 23:39:03 +00:00
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return path.slice(0, -2).join('.')
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} else {
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return path.join('.')
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}
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}
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/**
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* Check if a column is list-like.
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*
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* @param {SchemaElement[]} schemaElements parquet schema elements
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* @param {string[]} path column path
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* @returns {boolean} true if map-like
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*/
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2024-04-29 23:47:52 +00:00
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export function isListLike(schemaElements, path) {
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2024-03-14 23:39:03 +00:00
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const schema = schemaElement(schemaElements, path.slice(0, -2))
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if (path.length < 3) return false
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if (schema.element.converted_type !== 'LIST') return false
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if (schema.children.length > 1) return false
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const firstChild = schema.children[0]
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if (firstChild.children.length > 1) return false
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if (firstChild.element.repetition_type !== 'REPEATED') return false
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const secondChild = firstChild.children[0]
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if (secondChild.element.repetition_type !== 'REQUIRED') return false
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return true
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}
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2024-03-12 02:35:57 +00:00
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/**
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* Check if a column is map-like.
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*
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* @param {SchemaElement[]} schemaElements parquet schema elements
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* @param {string[]} path column path
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* @returns {boolean} true if map-like
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*/
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export function isMapLike(schemaElements, path) {
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const schema = schemaElement(schemaElements, path.slice(0, -2))
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if (path.length < 3) return false
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if (schema.element.converted_type !== 'MAP') return false
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if (schema.children.length > 1) return false
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const firstChild = schema.children[0]
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if (firstChild.children.length !== 2) return false
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if (firstChild.element.repetition_type !== 'REPEATED') return false
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const keyChild = firstChild.children.find(child => child.element.name === 'key')
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if (keyChild?.element.repetition_type !== 'REQUIRED') return false
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const valueChild = firstChild.children.find(child => child.element.name === 'value')
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if (valueChild?.element.repetition_type === 'REPEATED') return false
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return true
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}
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