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superwork/vscode/src/codeReader/rules/pydantic.ts
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import type { Access, ClassBlock, CodeBlock, ImportFacts, IndexEntry, Inline, KindIconName, LibraryRule, Node, PropertyItem, PropertyRow, RuleCard, RuleContext, ThemeColor, WorkspaceIndex } from '../contract'
import type { Call, LibraryNames } from './pythonTree'
import { annotatedAssignments, memberDocs, withLeadingComments } from './children'
import { aliasesOf, callOf, canonicalName, genericOf, libraryName, libraryNames, stringValue, syntaxChildren, unwrapType } from './pythonTree'
import { hint, joined, name, plain, range, word } from './segments'
/**
* Pydantic 的 `BaseModel` 子类整块换成「数据模型」卡片:名称 / 说明 / 访问级别 / 继承 / 选项 / 字段表,有才显示。
* 父类链上有 pydantic 的 BaseModel(含别名、`pydantic.BaseModel`),或同一文件里继承另一个模型,都算。
* 父类是从别的模块导入的名字时,问工作区索引那个类是不是模型:还没查到就先当普通类,查到再换成这张卡片。
* 字段是类主体里带注解的赋值,表和数据类同一套列;`model_config = ConfigDict(...)` 是选项,不是字段。
* 方法、`@field_validator`、`ClassVar`、没注解的类属性照常是子块。
*/
const LIBRARY = 'pydantic'
/** ClassVar 从这几个库导入时的别名要换回原名。 */
const TYPE_LIBRARIES = ['typing', 'typing_extensions']
const KIND = 'pydantic.model'
const COLOR: ThemeColor = { dark: '#c678dd', light: '#8b3db5' }
const ICON: KindIconName = 'braces'
/** `Field(...)` 里讲默认值、说明的参数,不进标记。 */
const FIELD_VALUES = new Set(['default', 'default_factory', 'description'])
/** 一种约束的说法:值前面的词、值后面的词,有才写。 */
interface Phrase { before?: string, after?: string }
/** 一种显示语言的用词。 */
interface Words {
kind: string
labels: Record<'name' | 'doc' | 'access' | 'bases' | 'options' | 'fields', string>
heads: string[]
count: (n: number) => string
access: Record<Access, string>
/** `default_factory=f`:「每次新建 f()」。 */
factory: string
/** `ConfigDict(名=True/False)` 的译法,按「名=True」「名=False」查;没有的照写。 */
options: Record<string, string>
/** `extra="forbid"` 这类字符串值。 */
extra: Record<string, string>
/** `Field(...)` 里常见约束的说法;没有的照写参数名和值。 */
constraints: Record<string, Phrase>
}
const ZH: Words = {
kind: '数据模型',
labels: { name: '名称', doc: '说明', access: '访问级别', bases: '继承', options: '选项', fields: '字段' },
heads: ['字段', '类型', '默认值', '说明'],
count: n => `${n} 个`,
access: { public: '公共', private: '私有', protected: '受保护' },
factory: '每次新建',
options: {
'strict=True': '严格',
'strict=False': '不严格',
'frozen=True': '不可修改',
'frozen=False': '可修改',
'from_attributes=True': '可从对象读取',
'from_attributes=False': '不从对象读取',
'populate_by_name=True': '可用字段名填',
'validate_assignment=True': '赋值时也校验',
'arbitrary_types_allowed=True': '允许任意类型',
'use_enum_values=True': '用枚举的值',
'str_strip_whitespace=True': '去掉首尾空白',
'validate_default=True': '也校验默认值',
},
extra: { forbid: '禁止多余字段', allow: '允许多余字段', ignore: '忽略多余字段' },
constraints: {
min_length: { before: '至少', after: ' 个字符' },
max_length: { before: '最长' },
ge: { before: '≥' },
le: { before: '≤' },
gt: { before: '>' },
lt: { before: '<' },
multiple_of: { after: ' 的倍数' },
pattern: { before: '匹配' },
min_items: { before: '至少', after: ' 项' },
max_items: { before: '最多', after: ' 项' },
max_digits: { before: '最多', after: ' 位数字' },
decimal_places: { before: '小数', after: ' 位' },
},
}
const WORDS: Record<string, Words> = { 'zh-cn': ZH }
interface Env {
context: RuleContext
words: Words
/** pydantic 里的 BaseModel、Field、ConfigDict,含导入时的别名。 */
names: LibraryNames
/** 注解里 ClassVar 导入时起的别名 → 原名。 */
aliases: Map<string, string>
}
interface Field {
block: CodeBlock
name: Node
annotation: Node
value?: Node
}
/** 模块名是 pydantic,或是它的子模块(`pydantic.main`)。 */
function fromPydantic(module: string): boolean {
return module === LIBRARY || module.startsWith(`${LIBRARY}.`) || module.startsWith(`${LIBRARY}/`)
}
/** pydantic 以及它的子模块(`pydantic.main`)里导入的名字。 */
function pydanticNames(imports: readonly ImportFacts[]): LibraryNames {
const names = libraryNames(imports, LIBRARY)
for (const facts of imports) {
if (!facts.sources.some(source => fromPydantic(source.text) && source.text !== LIBRARY))
continue
for (const item of facts.items) {
if (item.kind === 'named')
names.imported.set(item.alias?.text ?? item.name.text, item.name.text)
}
}
return names
}
/** 模块顶层的类:名字和父类。装饰器包着的类也算。 */
function moduleClasses(root: Node): { name: Node, bases: Node[] }[] {
const classes: { name: Node, bases: Node[] }[] = []
for (const statement of syntaxChildren(root)) {
const definition = statement.type === 'decorated_definition' ? statement.childForFieldName('definition') : statement
if (definition?.type !== 'class_definition')
continue
const className = definition.childForFieldName('name')
if (className)
classes.push({ name: className, bases: syntaxChildren(definition.childForFieldName('superclasses')) })
}
return classes
}
/**
* 这一文件里能确定是模型的类名:父类是 pydantic 的 BaseModel,或是本文件里另一个模型。
* 父类是从别的模块导入的名字时这里不算,那要等工作区索引。
*/
function localModels(classes: readonly { name: Node, bases: Node[] }[], names: LibraryNames): Set<string> {
const models = new Set<string>()
let grew = true
while (grew) {
grew = false
for (const cls of classes) {
if (models.has(cls.name.text))
continue
const hit = cls.bases.some(base => libraryName(base, names) === 'BaseModel' || (base.type === 'identifier' && models.has(base.text)))
if (hit) {
models.add(cls.name.text)
grew = true
}
}
}
return models
}
/**
* 从语法树认 pydantic 的导入。索引建的时候没有翻译插件解析好的导入表,只能自己看导入语句。
* `import pydantic`、`from pydantic import BaseModel as BM`、`from pydantic.xxx import ...` 都算。
*/
function namesInSource(root: Node): LibraryNames {
const names: LibraryNames = { modules: new Set(), imported: new Map() }
for (const statement of syntaxChildren(root)) {
if (statement.type === 'import_statement') {
for (const item of statement.childrenForFieldName('name')) {
const original = item.type === 'aliased_import' ? item.childForFieldName('name') : item
const alias = item.type === 'aliased_import' ? item.childForFieldName('alias') : null
if (original && fromPydantic(original.text))
names.modules.add(alias?.text ?? original.text)
}
}
if (statement.type !== 'import_from_statement')
continue
const module = statement.childForFieldName('module_name')
if (!module || !fromPydantic(module.text))
continue
for (const item of statement.childrenForFieldName('name')) {
const original = item.type === 'aliased_import' ? item.childForFieldName('name') : item
const alias = item.type === 'aliased_import' ? item.childForFieldName('alias') : null
if (original)
names.imported.set(alias?.text ?? original.text, original.text)
}
}
return names
}
/** 这一文件里本地就能确定的模型,记成索引项:别的文件继承这个名字时来查。 */
function modelEntries(root: Node): IndexEntry[] {
const classes = moduleClasses(root)
const models = localModels(classes, namesInSource(root))
return classes.flatMap(cls => models.has(cls.name.text) ? [{ key: cls.name.text, name: range(cls.name), value: 'model' }] : [])
}
/** 哪些类是模型。只扫源码里写了 BaseModel 的文件,子类文件不在这里解析。 */
export const MODEL_INDEX: WorkspaceIndex = {
id: 'pydantic.models',
languageId: 'python',
include: '**/*.py',
mentions: source => /\bBaseModel\b/.test(source),
entries: root => modelEntries(root),
}
/**
* 是模型就认领。父类是别的文件里的名字时问索引:查到是模型才认,没查到先不认(宿主稍后重排)。
*/
function isModel(block: ClassBlock, env: Env): boolean {
const className = block.facts.name?.text
if (!className)
return false
const classes = moduleClasses(block.node.tree.rootNode)
if (localModels(classes, env.names).has(className))
return true
const cls = classes.find(item => item.name.text === className)
if (!cls)
return false
return cls.bases.some((base) => {
if (base.type !== 'identifier' || classes.some(item => item.name.text === base.text))
return false
return env.context.lookup(MODEL_INDEX, base)?.value === 'model'
})
}
/** 注解最外层的名字(`ClassVar[int]` → ClassVar),导入时的别名换回原名。 */
function annotationName(annotation: Node, env: Env): string | undefined {
return canonicalName(genericOf(annotation)?.head ?? unwrapType(annotation), env.aliases)
}
/** 调用的是 pydantic 里的这个名字(`Field(...)`、`ConfigDict(...)`,含别名)时给出实参。 */
function namedCall(value: Node | null | undefined, expected: string, names: LibraryNames): Call | undefined {
const callee = value?.type === 'call' ? value.childForFieldName('function') : null
return libraryName(callee, names) === expected ? callOf(value, new Map()) : undefined
}
function isEllipsis(node: Node): boolean {
return node.type === 'ellipsis'
}
/** 类主体里的字段:带注解的赋值,去掉 ClassVar 和 `model_config`。 */
function fieldsOf(children: readonly CodeBlock[], env: Env): Field[] {
return annotatedAssignments(children).filter(field => field.name.text !== 'model_config' && annotationName(field.annotation, env) !== 'ClassVar')
}
/** `model_config = ...`:没注解的类属性,或写成带注解的赋值。不是字段。 */
function configOf(children: readonly CodeBlock[]): { block: CodeBlock, value?: Node } | undefined {
for (const block of children) {
if (block.kind === 'variable' || block.kind === 'const') {
const [declarator, ...rest] = block.facts.declarators
if (rest.length === 0 && declarator?.name.type === 'identifier' && declarator.name.text === 'model_config')
return { block, value: declarator.value }
}
const [field] = block.kind === 'field' ? annotatedAssignments([block]) : []
if (field?.name.text === 'model_config')
return { block, value: field.value }
}
return undefined
}
/** `ConfigDict(...)` 里写了的项;不是这个调用就整段照译。没写的不出现。 */
function optionsText(value: Node | undefined, env: Env): Inline[] {
const call = namedCall(value, 'ConfigDict', env.names)
if (!call)
return value ? env.context.translate(value) : []
const parts = [...call.keywords].map(([key, arg]) => optionMark(key, arg, env))
return joined([
...parts,
...call.positional.map(arg => env.context.translate(arg)),
...call.splats.map(arg => [plain('**'), ...env.context.translate(arg)]),
], hint(' · '))
}
function optionMark(key: string, value: Node, env: Env): Inline[] {
const flag = value.type === 'true' ? 'True' : value.type === 'false' ? 'False' : undefined
const known = flag ? env.words.options[`${key}=${flag}`] : undefined
if (known)
return [word(known)]
if (key === 'extra') {
const content = stringValue(value)
const text = content ? env.words.extra[content] : undefined
if (text)
return [word(text)]
}
return [plain(`${key}=`), ...env.context.translate(value)]
}
/** `Field(...)` 的默认值:关键字 `default=` 优先,否则第一个位置参数;`...` 表示必填,不算默认值。 */
function defaultNode(call: Call): Node | undefined {
const keyword = call.keywords.get('default')
if (keyword)
return isEllipsis(keyword) ? undefined : keyword
const [positional] = call.positional
return positional && !isEllipsis(positional) ? positional : undefined
}
/** `default_factory=f`:「每次新建 f()」;没参数的 lambda 直接写它的结果。 */
function factoryText(factory: Node, env: Env): Inline[] {
const body = factory.type === 'lambda' && !factory.childForFieldName('parameters') ? factory.childForFieldName('body') : null
return [word(env.words.factory), plain(' '), ...(body ? env.context.translate(body) : [...env.context.translate(factory), plain('()')])]
}
function constraintMark(key: string, value: Node, env: Env): Inline[] {
const phrase = env.words.constraints[key]
if (!phrase)
return [plain(`${key}=`), ...env.context.translate(value)]
return [
...(phrase.before ? [word(phrase.before), plain(' ')] : []),
...env.context.translate(value),
...(phrase.after ? [plain(phrase.after)] : []),
]
}
/** 默认值那一格:字面量、`Field(default=...)`、`每次新建 f()`,后面接约束标记。 */
function defaultCell(field: Field, call: Call | undefined, env: Env): Inline[] {
const parts: Inline[][] = []
if (!call && field.value)
parts.push(env.context.translate(field.value))
const value = call && defaultNode(call)
if (value)
parts.push(env.context.translate(value))
const factory = call?.keywords.get('default_factory')
if (factory)
parts.push(factoryText(factory, env))
for (const [key, arg] of call?.keywords ?? []) {
if (!FIELD_VALUES.has(key))
parts.push(constraintMark(key, arg, env))
}
return joined(parts, hint(' · '))
}
/** 说明:`Field(description=...)` 优先;没有就用字段上方注释、行尾注释、属性 docstring。 */
function docCell(field: Field, children: readonly CodeBlock[], call: Call | undefined, env: Env): Inline[] {
const description = call?.keywords.get('description')
const literal = stringValue(description)
if (literal)
return [{ text: literal, role: 'comment' }]
if (description)
return env.context.translate(description)
const text = memberDocs(children, field.block).map(node => env.context.doc(node)?.markdown).filter(Boolean).join(' ')
return text ? [{ text, role: 'comment' }] : []
}
function fieldItem(field: Field, children: readonly CodeBlock[], env: Env): PropertyItem {
const call = namedCall(field.value, 'Field', env.names)
return {
cells: [
[name(field.name, 'variable')],
env.context.translate(field.annotation),
defaultCell(field, call, env),
docCell(field, children, call, env),
],
defines: range(field.name),
}
}
function modelCard(block: ClassBlock, env: Env): RuleCard {
const { words, context } = env
const { labels } = words
const { facts, children } = block
const config = configOf(children)
const fields = fieldsOf(children, env)
const doc = facts.doc && context.doc(facts.doc)
const options = optionsText(config?.value, env)
const rows: PropertyRow[] = [
...(facts.name ? [{ label: labels.name, value: [name(facts.name, 'type')] }] : []),
...(doc ? [{ label: labels.doc, value: doc }] : []),
...(facts.access ? [{ label: labels.access, value: [{ text: words.access[facts.access], role: 'keyword' as const }] }] : []),
...(facts.bases.length > 0 ? [{ label: labels.bases, value: joined(facts.bases.map(base => context.translate(base.value)), plain(', ')) }] : []),
...(options.length > 0 ? [{ label: labels.options, value: options }] : []),
...(fields.length > 0
? [{
label: labels.fields,
value: [hint(words.count(fields.length))],
columns: words.heads,
items: fields.map(field => fieldItem(field, children, env)),
}]
: []),
]
return {
kind: KIND,
badge: { label: words.kind, color: COLOR, icon: ICON },
rows,
...(facts.name && { defines: range(facts.name) }),
absorbs: withLeadingComments(children, [...fields.map(field => field.block), ...(config ? [config.block] : [])]),
}
}
export const pydanticRule: LibraryRule = {
id: LIBRARY,
label: 'Pydantic 数据模型',
languageIds: ['python'],
// 子类文件常常只导入父模型、不再导入 pydantic,不能靠这个导入来决定看不看
libraries: [],
claim: (block, context) => {
if (block.kind !== 'class')
return undefined
const env: Env = {
context,
words: WORDS[context.displayLanguage ?? ''] ?? ZH,
names: pydanticNames(context.imports),
aliases: aliasesOf(context.imports, TYPE_LIBRARIES),
}
return isModel(block, env) ? modelCard(block, env) : undefined
},
}