json.py 18 KB

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  1. import json
  2. from django import forms
  3. from django.core import checks, exceptions
  4. from django.db import NotSupportedError, connections, router
  5. from django.db.models import lookups
  6. from django.db.models.lookups import PostgresOperatorLookup, Transform
  7. from django.utils.translation import gettext_lazy as _
  8. from . import Field
  9. from .mixins import CheckFieldDefaultMixin
  10. __all__ = ['JSONField']
  11. class JSONField(CheckFieldDefaultMixin, Field):
  12. empty_strings_allowed = False
  13. description = _('A JSON object')
  14. default_error_messages = {
  15. 'invalid': _('Value must be valid JSON.'),
  16. }
  17. _default_hint = ('dict', '{}')
  18. def __init__(
  19. self, verbose_name=None, name=None, encoder=None, decoder=None,
  20. **kwargs,
  21. ):
  22. if encoder and not callable(encoder):
  23. raise ValueError('The encoder parameter must be a callable object.')
  24. if decoder and not callable(decoder):
  25. raise ValueError('The decoder parameter must be a callable object.')
  26. self.encoder = encoder
  27. self.decoder = decoder
  28. super().__init__(verbose_name, name, **kwargs)
  29. def check(self, **kwargs):
  30. errors = super().check(**kwargs)
  31. databases = kwargs.get('databases') or []
  32. errors.extend(self._check_supported(databases))
  33. return errors
  34. def _check_supported(self, databases):
  35. errors = []
  36. for db in databases:
  37. if not router.allow_migrate_model(db, self.model):
  38. continue
  39. connection = connections[db]
  40. if not (
  41. 'supports_json_field' in self.model._meta.required_db_features or
  42. connection.features.supports_json_field
  43. ):
  44. errors.append(
  45. checks.Error(
  46. '%s does not support JSONFields.'
  47. % connection.display_name,
  48. obj=self.model,
  49. id='fields.E180',
  50. )
  51. )
  52. return errors
  53. def deconstruct(self):
  54. name, path, args, kwargs = super().deconstruct()
  55. if self.encoder is not None:
  56. kwargs['encoder'] = self.encoder
  57. if self.decoder is not None:
  58. kwargs['decoder'] = self.decoder
  59. return name, path, args, kwargs
  60. def from_db_value(self, value, expression, connection):
  61. if value is None:
  62. return value
  63. if connection.features.has_native_json_field and self.decoder is None:
  64. return value
  65. try:
  66. return json.loads(value, cls=self.decoder)
  67. except json.JSONDecodeError:
  68. return value
  69. def get_internal_type(self):
  70. return 'JSONField'
  71. def get_prep_value(self, value):
  72. if value is None:
  73. return value
  74. return json.dumps(value, cls=self.encoder)
  75. def get_transform(self, name):
  76. transform = super().get_transform(name)
  77. if transform:
  78. return transform
  79. return KeyTransformFactory(name)
  80. def select_format(self, compiler, sql, params):
  81. if (
  82. compiler.connection.features.has_native_json_field and
  83. self.decoder is not None
  84. ):
  85. return compiler.connection.ops.json_cast_text_sql(sql), params
  86. return super().select_format(compiler, sql, params)
  87. def validate(self, value, model_instance):
  88. super().validate(value, model_instance)
  89. try:
  90. json.dumps(value, cls=self.encoder)
  91. except TypeError:
  92. raise exceptions.ValidationError(
  93. self.error_messages['invalid'],
  94. code='invalid',
  95. params={'value': value},
  96. )
  97. def value_to_string(self, obj):
  98. return self.value_from_object(obj)
  99. def formfield(self, **kwargs):
  100. return super().formfield(**{
  101. 'form_class': forms.JSONField,
  102. 'encoder': self.encoder,
  103. 'decoder': self.decoder,
  104. **kwargs,
  105. })
  106. def compile_json_path(key_transforms, include_root=True):
  107. path = ['$'] if include_root else []
  108. for key_transform in key_transforms:
  109. try:
  110. num = int(key_transform)
  111. except ValueError: # non-integer
  112. path.append('.')
  113. path.append(json.dumps(key_transform))
  114. else:
  115. path.append('[%s]' % num)
  116. return ''.join(path)
  117. class DataContains(PostgresOperatorLookup):
  118. lookup_name = 'contains'
  119. postgres_operator = '@>'
  120. def as_sql(self, compiler, connection):
  121. if not connection.features.supports_json_field_contains:
  122. raise NotSupportedError(
  123. 'contains lookup is not supported on this database backend.'
  124. )
  125. lhs, lhs_params = self.process_lhs(compiler, connection)
  126. rhs, rhs_params = self.process_rhs(compiler, connection)
  127. params = tuple(lhs_params) + tuple(rhs_params)
  128. return 'JSON_CONTAINS(%s, %s)' % (lhs, rhs), params
  129. class ContainedBy(PostgresOperatorLookup):
  130. lookup_name = 'contained_by'
  131. postgres_operator = '<@'
  132. def as_sql(self, compiler, connection):
  133. if not connection.features.supports_json_field_contains:
  134. raise NotSupportedError(
  135. 'contained_by lookup is not supported on this database backend.'
  136. )
  137. lhs, lhs_params = self.process_lhs(compiler, connection)
  138. rhs, rhs_params = self.process_rhs(compiler, connection)
  139. params = tuple(rhs_params) + tuple(lhs_params)
  140. return 'JSON_CONTAINS(%s, %s)' % (rhs, lhs), params
  141. class HasKeyLookup(PostgresOperatorLookup):
  142. logical_operator = None
  143. def as_sql(self, compiler, connection, template=None):
  144. # Process JSON path from the left-hand side.
  145. if isinstance(self.lhs, KeyTransform):
  146. lhs, lhs_params, lhs_key_transforms = self.lhs.preprocess_lhs(compiler, connection)
  147. lhs_json_path = compile_json_path(lhs_key_transforms)
  148. else:
  149. lhs, lhs_params = self.process_lhs(compiler, connection)
  150. lhs_json_path = '$'
  151. sql = template % lhs
  152. # Process JSON path from the right-hand side.
  153. rhs = self.rhs
  154. rhs_params = []
  155. if not isinstance(rhs, (list, tuple)):
  156. rhs = [rhs]
  157. for key in rhs:
  158. if isinstance(key, KeyTransform):
  159. *_, rhs_key_transforms = key.preprocess_lhs(compiler, connection)
  160. else:
  161. rhs_key_transforms = [key]
  162. rhs_params.append('%s%s' % (
  163. lhs_json_path,
  164. compile_json_path(rhs_key_transforms, include_root=False),
  165. ))
  166. # Add condition for each key.
  167. if self.logical_operator:
  168. sql = '(%s)' % self.logical_operator.join([sql] * len(rhs_params))
  169. return sql, tuple(lhs_params) + tuple(rhs_params)
  170. def as_mysql(self, compiler, connection):
  171. return self.as_sql(compiler, connection, template="JSON_CONTAINS_PATH(%s, 'one', %%s)")
  172. def as_oracle(self, compiler, connection):
  173. sql, params = self.as_sql(compiler, connection, template="JSON_EXISTS(%s, '%%s')")
  174. # Add paths directly into SQL because path expressions cannot be passed
  175. # as bind variables on Oracle.
  176. return sql % tuple(params), []
  177. def as_postgresql(self, compiler, connection):
  178. if isinstance(self.rhs, KeyTransform):
  179. *_, rhs_key_transforms = self.rhs.preprocess_lhs(compiler, connection)
  180. for key in rhs_key_transforms[:-1]:
  181. self.lhs = KeyTransform(key, self.lhs)
  182. self.rhs = rhs_key_transforms[-1]
  183. return super().as_postgresql(compiler, connection)
  184. def as_sqlite(self, compiler, connection):
  185. return self.as_sql(compiler, connection, template='JSON_TYPE(%s, %%s) IS NOT NULL')
  186. class HasKey(HasKeyLookup):
  187. lookup_name = 'has_key'
  188. postgres_operator = '?'
  189. prepare_rhs = False
  190. class HasKeys(HasKeyLookup):
  191. lookup_name = 'has_keys'
  192. postgres_operator = '?&'
  193. logical_operator = ' AND '
  194. def get_prep_lookup(self):
  195. return [str(item) for item in self.rhs]
  196. class HasAnyKeys(HasKeys):
  197. lookup_name = 'has_any_keys'
  198. postgres_operator = '?|'
  199. logical_operator = ' OR '
  200. class JSONExact(lookups.Exact):
  201. can_use_none_as_rhs = True
  202. def process_lhs(self, compiler, connection):
  203. lhs, lhs_params = super().process_lhs(compiler, connection)
  204. if connection.vendor == 'sqlite':
  205. rhs, rhs_params = super().process_rhs(compiler, connection)
  206. if rhs == '%s' and rhs_params == [None]:
  207. # Use JSON_TYPE instead of JSON_EXTRACT for NULLs.
  208. lhs = "JSON_TYPE(%s, '$')" % lhs
  209. return lhs, lhs_params
  210. def process_rhs(self, compiler, connection):
  211. rhs, rhs_params = super().process_rhs(compiler, connection)
  212. # Treat None lookup values as null.
  213. if rhs == '%s' and rhs_params == [None]:
  214. rhs_params = ['null']
  215. if connection.vendor == 'mysql':
  216. func = ["JSON_EXTRACT(%s, '$')"] * len(rhs_params)
  217. rhs = rhs % tuple(func)
  218. return rhs, rhs_params
  219. JSONField.register_lookup(DataContains)
  220. JSONField.register_lookup(ContainedBy)
  221. JSONField.register_lookup(HasKey)
  222. JSONField.register_lookup(HasKeys)
  223. JSONField.register_lookup(HasAnyKeys)
  224. JSONField.register_lookup(JSONExact)
  225. class KeyTransform(Transform):
  226. postgres_operator = '->'
  227. postgres_nested_operator = '#>'
  228. def __init__(self, key_name, *args, **kwargs):
  229. super().__init__(*args, **kwargs)
  230. self.key_name = str(key_name)
  231. def preprocess_lhs(self, compiler, connection, lhs_only=False):
  232. if not lhs_only:
  233. key_transforms = [self.key_name]
  234. previous = self.lhs
  235. while isinstance(previous, KeyTransform):
  236. if not lhs_only:
  237. key_transforms.insert(0, previous.key_name)
  238. previous = previous.lhs
  239. lhs, params = compiler.compile(previous)
  240. if connection.vendor == 'oracle':
  241. # Escape string-formatting.
  242. key_transforms = [key.replace('%', '%%') for key in key_transforms]
  243. return (lhs, params, key_transforms) if not lhs_only else (lhs, params)
  244. def as_mysql(self, compiler, connection):
  245. lhs, params, key_transforms = self.preprocess_lhs(compiler, connection)
  246. json_path = compile_json_path(key_transforms)
  247. return 'JSON_EXTRACT(%s, %%s)' % lhs, tuple(params) + (json_path,)
  248. def as_oracle(self, compiler, connection):
  249. lhs, params, key_transforms = self.preprocess_lhs(compiler, connection)
  250. json_path = compile_json_path(key_transforms)
  251. return (
  252. "COALESCE(JSON_QUERY(%s, '%s'), JSON_VALUE(%s, '%s'))" %
  253. ((lhs, json_path) * 2)
  254. ), tuple(params) * 2
  255. def as_postgresql(self, compiler, connection):
  256. lhs, params, key_transforms = self.preprocess_lhs(compiler, connection)
  257. if len(key_transforms) > 1:
  258. return '(%s %s %%s)' % (lhs, self.postgres_nested_operator), params + [key_transforms]
  259. try:
  260. lookup = int(self.key_name)
  261. except ValueError:
  262. lookup = self.key_name
  263. return '(%s %s %%s)' % (lhs, self.postgres_operator), tuple(params) + (lookup,)
  264. def as_sqlite(self, compiler, connection):
  265. lhs, params, key_transforms = self.preprocess_lhs(compiler, connection)
  266. json_path = compile_json_path(key_transforms)
  267. return 'JSON_EXTRACT(%s, %%s)' % lhs, tuple(params) + (json_path,)
  268. class KeyTextTransform(KeyTransform):
  269. postgres_operator = '->>'
  270. postgres_nested_operator = '#>>'
  271. class KeyTransformTextLookupMixin:
  272. """
  273. Mixin for combining with a lookup expecting a text lhs from a JSONField
  274. key lookup. On PostgreSQL, make use of the ->> operator instead of casting
  275. key values to text and performing the lookup on the resulting
  276. representation.
  277. """
  278. def __init__(self, key_transform, *args, **kwargs):
  279. if not isinstance(key_transform, KeyTransform):
  280. raise TypeError(
  281. 'Transform should be an instance of KeyTransform in order to '
  282. 'use this lookup.'
  283. )
  284. key_text_transform = KeyTextTransform(
  285. key_transform.key_name, *key_transform.source_expressions,
  286. **key_transform.extra,
  287. )
  288. super().__init__(key_text_transform, *args, **kwargs)
  289. class CaseInsensitiveMixin:
  290. """
  291. Mixin to allow case-insensitive comparison of JSON values on MySQL.
  292. MySQL handles strings used in JSON context using the utf8mb4_bin collation.
  293. Because utf8mb4_bin is a binary collation, comparison of JSON values is
  294. case-sensitive.
  295. """
  296. def process_lhs(self, compiler, connection):
  297. lhs, lhs_params = super().process_lhs(compiler, connection)
  298. if connection.vendor == 'mysql':
  299. return 'LOWER(%s)' % lhs, lhs_params
  300. return lhs, lhs_params
  301. def process_rhs(self, compiler, connection):
  302. rhs, rhs_params = super().process_rhs(compiler, connection)
  303. if connection.vendor == 'mysql':
  304. return 'LOWER(%s)' % rhs, rhs_params
  305. return rhs, rhs_params
  306. class KeyTransformIsNull(lookups.IsNull):
  307. # key__isnull=False is the same as has_key='key'
  308. def as_oracle(self, compiler, connection):
  309. if not self.rhs:
  310. return HasKey(self.lhs.lhs, self.lhs.key_name).as_oracle(compiler, connection)
  311. return super().as_sql(compiler, connection)
  312. def as_sqlite(self, compiler, connection):
  313. if not self.rhs:
  314. return HasKey(self.lhs.lhs, self.lhs.key_name).as_sqlite(compiler, connection)
  315. return super().as_sql(compiler, connection)
  316. class KeyTransformExact(JSONExact):
  317. def process_lhs(self, compiler, connection):
  318. lhs, lhs_params = super().process_lhs(compiler, connection)
  319. if connection.vendor == 'sqlite':
  320. rhs, rhs_params = super().process_rhs(compiler, connection)
  321. if rhs == '%s' and rhs_params == ['null']:
  322. lhs, _ = self.lhs.preprocess_lhs(compiler, connection, lhs_only=True)
  323. lhs = 'JSON_TYPE(%s, %%s)' % lhs
  324. return lhs, lhs_params
  325. def process_rhs(self, compiler, connection):
  326. if isinstance(self.rhs, KeyTransform):
  327. return super(lookups.Exact, self).process_rhs(compiler, connection)
  328. rhs, rhs_params = super().process_rhs(compiler, connection)
  329. if connection.vendor == 'oracle':
  330. func = []
  331. for value in rhs_params:
  332. value = json.loads(value)
  333. function = 'JSON_QUERY' if isinstance(value, (list, dict)) else 'JSON_VALUE'
  334. func.append("%s('%s', '$.value')" % (
  335. function,
  336. json.dumps({'value': value}),
  337. ))
  338. rhs = rhs % tuple(func)
  339. rhs_params = []
  340. elif connection.vendor == 'sqlite':
  341. func = ["JSON_EXTRACT(%s, '$')" if value != 'null' else '%s' for value in rhs_params]
  342. rhs = rhs % tuple(func)
  343. return rhs, rhs_params
  344. def as_oracle(self, compiler, connection):
  345. rhs, rhs_params = super().process_rhs(compiler, connection)
  346. if rhs_params == ['null']:
  347. # Field has key and it's NULL.
  348. has_key_expr = HasKey(self.lhs.lhs, self.lhs.key_name)
  349. has_key_sql, has_key_params = has_key_expr.as_oracle(compiler, connection)
  350. is_null_expr = self.lhs.get_lookup('isnull')(self.lhs, True)
  351. is_null_sql, is_null_params = is_null_expr.as_sql(compiler, connection)
  352. return (
  353. '%s AND %s' % (has_key_sql, is_null_sql),
  354. tuple(has_key_params) + tuple(is_null_params),
  355. )
  356. return super().as_sql(compiler, connection)
  357. class KeyTransformIExact(CaseInsensitiveMixin, KeyTransformTextLookupMixin, lookups.IExact):
  358. pass
  359. class KeyTransformIContains(CaseInsensitiveMixin, KeyTransformTextLookupMixin, lookups.IContains):
  360. pass
  361. class KeyTransformContains(KeyTransformTextLookupMixin, lookups.Contains):
  362. pass
  363. class KeyTransformStartsWith(KeyTransformTextLookupMixin, lookups.StartsWith):
  364. pass
  365. class KeyTransformIStartsWith(CaseInsensitiveMixin, KeyTransformTextLookupMixin, lookups.IStartsWith):
  366. pass
  367. class KeyTransformEndsWith(KeyTransformTextLookupMixin, lookups.EndsWith):
  368. pass
  369. class KeyTransformIEndsWith(CaseInsensitiveMixin, KeyTransformTextLookupMixin, lookups.IEndsWith):
  370. pass
  371. class KeyTransformRegex(KeyTransformTextLookupMixin, lookups.Regex):
  372. pass
  373. class KeyTransformIRegex(CaseInsensitiveMixin, KeyTransformTextLookupMixin, lookups.IRegex):
  374. pass
  375. class KeyTransformNumericLookupMixin:
  376. def process_rhs(self, compiler, connection):
  377. rhs, rhs_params = super().process_rhs(compiler, connection)
  378. if not connection.features.has_native_json_field:
  379. rhs_params = [json.loads(value) for value in rhs_params]
  380. return rhs, rhs_params
  381. class KeyTransformLt(KeyTransformNumericLookupMixin, lookups.LessThan):
  382. pass
  383. class KeyTransformLte(KeyTransformNumericLookupMixin, lookups.LessThanOrEqual):
  384. pass
  385. class KeyTransformGt(KeyTransformNumericLookupMixin, lookups.GreaterThan):
  386. pass
  387. class KeyTransformGte(KeyTransformNumericLookupMixin, lookups.GreaterThanOrEqual):
  388. pass
  389. KeyTransform.register_lookup(KeyTransformExact)
  390. KeyTransform.register_lookup(KeyTransformIExact)
  391. KeyTransform.register_lookup(KeyTransformIsNull)
  392. KeyTransform.register_lookup(KeyTransformContains)
  393. KeyTransform.register_lookup(KeyTransformIContains)
  394. KeyTransform.register_lookup(KeyTransformStartsWith)
  395. KeyTransform.register_lookup(KeyTransformIStartsWith)
  396. KeyTransform.register_lookup(KeyTransformEndsWith)
  397. KeyTransform.register_lookup(KeyTransformIEndsWith)
  398. KeyTransform.register_lookup(KeyTransformRegex)
  399. KeyTransform.register_lookup(KeyTransformIRegex)
  400. KeyTransform.register_lookup(KeyTransformLt)
  401. KeyTransform.register_lookup(KeyTransformLte)
  402. KeyTransform.register_lookup(KeyTransformGt)
  403. KeyTransform.register_lookup(KeyTransformGte)
  404. class KeyTransformFactory:
  405. def __init__(self, key_name):
  406. self.key_name = key_name
  407. def __call__(self, *args, **kwargs):
  408. return KeyTransform(self.key_name, *args, **kwargs)