# OpyAPI - JsonSchema and OpenAPI tools for python <br> [](https://github.com/kodemore/opyapi/actions/workflows/main.yaml) [](https://github.com/kodemore/opyapi/actions/workflows/release.yml) [](https://codecov.io/gh/kodemore/opyapi) [](https://opensource.org/licenses/MIT)
JsonSchema and OpenAPI tools for python.
## Features
- Validation builder for json schema
- Custom string formatters support
- Full JsonSchema draft-7 support
- Support for JsonReferences, $anchor
- Dataclass generation from OpenAPI schema
- Great performance
## Installation
With pip,
```shell
pip install opyapi
```
or through poetry
```shell
poetry add opyapi
```
# Usage
> It is recommended to get familiar with json-schema if you haven't yet.
> [Understanding Json Schema](https://json-schema.org/understanding-json-schema/index.html) is a great place to start and learn Json Schema's basics
## Simple usage
Library can be used to validate data, against defined json-schema like so:
```python
from opyapi import validate
assert validate(
{"name": "Test", "age":12},
{
"type": "object",
"properties": {
"name": {
"type": "string",
},
"age": {
"type": "integer",
}
}
}
)
```
## Using references
Validating documents against complex schemas is also possible,
please consider the following example with json references:
```python
from opyapi import validate
schema = {
"type": "object",
"properties": {
"name": {
"type": "string",
"minLength": 2,
},
"email": {
"$ref": "#/$defs/email"
}
},
"$defs": {
"email": {
"type": "string",
"format": "email"
}
}
}
validate({"name": "Bob", "email": "bob@test.com"}, schema)
```
## Custom string formats support
```python
from opyapi import StringFormat, validate
import re
def my_format_validator(value: str) -> str:
if re.match("^my-", value):
return value
raise ValueError(f"Could not validate {value}")
StringFormat["my-format"] = my_format_validator
validate("my-test", {"type": "string", "format": "my-format"}) # passes
validate("test", {"type": "string", "format": "my-format"}) # fails
```
> In the above example `opyapi.StringFormat` is used to register new custom format,
> which is recognised during validation.
## Re-using validators
There are scenarios where same validator should be used multiple times,
in these scenarios to improve performance it is better to use `build_validator_for`
which returns a validator function for the passed schema:
```python
from opyapi import build_validator_for
my_validator = build_validator_for({
"type": "object",
"properties": {
"name": {
"type": "string",
"minLength": 2,
},
"email": {
"type": "string",
"format": "email",
}
},
})
assert my_validator({"name": "Bob", "email": "bob@email.com"})
```
## Catching errors
`opyapi` provides versatile error package, which is really simple to use. You are only required to define try/except
block within you can catch one of the errors defined in the package depending on your scenario.
```python
from opyapi import build_validator_for
from opyapi.errors import ValidationError
my_validator = build_validator_for({
"type": "object",
"properties": {
"name": {
"type": "string",
"minLength": 2,
},
"email": {
"type": "string",
"format": "email",
}
},
})
try:
my_validator({"name": "Bob", "email": "invalid"})
except ValidationError as e:
print(f"Validation failed from the reason: {e}")
```
### Errors structure
The following graph represents exception used in `opyapi`.
All exceptions are part of `opyapi.errors` module.
```
ValueError
┗━ ValidationError
┣━ TypeValidationError
┣━ EnumValidationError
┣━ FormatValidationError
┣━ ItemsValidationError
┃ ┣━ UniqueItemsValidationError
┃ ┣━ AdditionalItemsValidationError
┃ ┣━ MinimumItemsValidationError
┃ ┗━ MaximumItemsValidationError
┣━ MultipleOfValidationError
┣━ ComparisonValidationError
┃ ┣━ EqualityValidationError
┃ ┗━ RangeValidationError
┃ ┣━ MinimumValidationError
┃ ┣━ MaximumValidationError
┃ ┣━ ExclusiveMinimumValidationError
┃ ┗━ ExclusiveMaximumValidationError
┗━ ObjectValidationError
┣━ PropertyValidationError
┃ ┣━ RequiredPropertyValidationError
┃ ┣━ PropertyValueValidationError
┃ ┣━ PropertyNameValidationError
┃ ┗━ AdditionalPropertiesValidationError
┣━ ObjectSizeValidationError
┃ ┣━ MinimumPropertiesValidationError
┃ ┗━ MaximumPropertiesValidationError
┗━ DependencyValidationError
```
#### `opyapi.errors.ValidationError`
Generic validation error.
#### `opyapi.errors.TypeValidationError`
Raised when passed type does not conform type defined in the schema.
> Can be triggered by following example schema:
> ```json
> {
> "type": "integer"
> }
> ```
#### `opyapi.errors.EnumValidationError`
Raised when value does not conform enum definition.
> Can be triggered by following example schema:
> ```json
> {
> "enum": ["integer", "string", "boolean"]
> }
> ```
#### `opyapi.errors.FormatValidationError`
Raised when value does not conform defined format in string schema.
> Can be triggered by following example schema:
> ```json
> {
> "type": "string",
> "format": "date-time"
> }
> ```
#### `opyapi.errors.ItemsValidationError`
Generic Exception raised when validation of an array fails for some reason.
#### `opyapi.errors.UniqueItemsValidationError`
Raised when items in an array are expected to be unique but passed value does not conform the requirement.
This exception extends generic `opyapi.errors.ItemsValidationError` exception.
> Can be triggered by following example schema:
> ```json
> {
> "type": "array",
> "uniqueItems": true
> }
> ```
#### `opyapi.errors.AdditionalItemsValidationError`
Raised when additional items in an array either does not conform the schema or are not expected.
This exception extends generic `opyapi.errors.ItemsValidationError` exception.
> Can be triggered by the following schema:
> ```json
> {
> "type": "array",
> "items": [
> {"type": "string"},
> {"type": "integer"}
> ],
> "additionalItems": false
> }
> ```
#### `opyapi.errors.MinimumItemsValidationError`, `opyapi.errors.MaximumItemsValidationError`
Raised when number of items in an array does not conform maximum or minimum items specified in schema.
This exception extends generic `opyapi.errors.ItemsValidationError` exception.
> Can be triggered by following example schema:
> ```json
> {
> "type": "array",
> "minimumItems": 2,
> "MaximumItems": 10
> }
> ```
#### `opyapi.errors.MultipleOfValidationError`
Raised when validated number is not multiplication of passed value.
> Can be triggered by following example schema:
> ```json
> {
> "type": "numerical",
> "multipleOf": 2
> }
> ```
#### `opyapi.errors.ComparisonValidationError`
Raised when comparison operation fails. This is a generic exception used by other comparison errors.
#### `opyapi.errors.EqualityValidationError`
Raised when validated value is not the same as defined expected value. This exception extends `opyapi.errors.ComparisonValidationError`.
> Can be triggered by following example schema:
> ```json
> {
> "const": "test"
> }
> ```
#### `opyapi.errors.RangeValidationError`
Raised when (exclusive) minimum, (exclusive) maximum comparisons fail. This exception extends `opyapi.errors.ComparisonValidationError`.
#### `opyapi.errors.MinimumValidationError`, `opyapi.errors.MaximumValidationError`, `opyapi.errors.ExclusiveMinimumValidationError`, `opyapi.errors.ExclusiveMaximumValidationError`
Raised when passed numerical (or integer) value is not within expected range defined in schema.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "numerical",
> "minimum": 2
> }
> ```
#### `opyapi.errors.ObjectValidationError`
Generic exception raised when validation of an object fails for some reason.
#### `opyapi.errors.PropertyValidationError`
Generic exception raised when validation of object's property fails for some reason.
This exception extends `opyapi.errors.ObjectValidationError` exception.
#### `opyapi.errors.RequiredPropertyValidationError`
Raised when required property is not present in passed object.
This exception extends `opyapi.errors.PropertyValidationError` exception.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "object",
> "properties": {
> "name" : {"type": "string"}
> },
> "required": ["name"]
> }
> ```
#### `opyapi.errors.PropertyValueValidationError`
Raised when property contains invalid value.
This exception extends `opyapi.errors.PropertyValidationError` exception.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "object",
> "properties": {
> "name" : {"type": "string"}
> }
> }
> ```
#### `opyapi.errors.PropertyNameValidationError`
Raised when property's names does not conform defined schema.
This exception extends `opyapi.errors.PropertyValidationError` exception.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "object",
> "properties": {
> "name" : {"type": "string"}
> },
> "propertyNames": {
> "pattern": "^x-"
> }
> }
> ```
#### `opyapi.errors.AdditionalPropertiesValidationError`
Raised when additional properties are not allowed or set schema is not followed.
This exception extends `opyapi.errors.PropertyValidationError` exception.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "object",
> "properties": {
> "name" : {"type": "string"}
> },
> "additionalProperties": false
> }
> ```
#### `opyapi.errors.ObjectSizeValidationError`
Generic exception raised when number of properties does not conform defined schema.
This exception extends `opyapi.errors.ObjectValidationError` exception.
#### `opyapi.errors.MinimumPropertiesValidationError`, `opyapi.errors.MaximumPropertiesValidationError`
Generic exception raised when number of properties does not conform defined schema.
These exceptions extend `opyapi.errors.ObjectSizeValidationError`exception.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "object",
> "properties": {
> "name" : {"type": "string"}
> },
> "minProperties": 2,
> "maxProperties": 10
> }
> ```
#### `opyapi.errors.DependencyValidationError`
Raised when dependent properties are defined in the schema but not provided in a passed object.
This exception extends `opyapi.errors.ObjectValidationError` exception.
> Can be triggered by the following example schema:
> ```json
> {
> "type": "object",
> "properties": {
> "name" : {"type": "string"}
> },
> "dependentRequired": {
> "name": ["first_name", "last_name"]
> }
> }
> ```
## API
### `validate(obj: typing.Any, schema: typing.Union[dict, opyapi.JsonSchema]): typing.Any`
Validates passed object `obj`, and if valid returns the object, otherwise raises a `ValueError` exception.
```python
from opyapi import validate
assert validate(
{"name": "Test", "age":12},
{
"type": "object",
"properties": {
"name": {
"type": "string",
},
"age": {
"type": "integer",
}
}
}
)
```
### `build_validator_for(schema: typing.Union[dict, JsonSchema]) -> Callable`
Creates validator function for passed json schema and returns it as a result.
```python
from opyapi import build_validator_for
validator = build_validator_for({
"type": "object",
"properties": {
"name": {
"type": "string",
},
"age": {
"type": "integer",
}
}
})
```
Raw data
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"description": "# OpyAPI - JsonSchema and OpenAPI tools for python <br> [](https://github.com/kodemore/opyapi/actions/workflows/main.yaml) [](https://github.com/kodemore/opyapi/actions/workflows/release.yml) [](https://codecov.io/gh/kodemore/opyapi) [](https://opensource.org/licenses/MIT)\nJsonSchema and OpenAPI tools for python.\n\n## Features\n- Validation builder for json schema\n- Custom string formatters support\n- Full JsonSchema draft-7 support\n- Support for JsonReferences, $anchor\n- Dataclass generation from OpenAPI schema\n- Great performance\n\n## Installation\n\nWith pip,\n```shell\npip install opyapi\n```\nor through poetry\n```shell\npoetry add opyapi\n```\n\n# Usage\n\n> It is recommended to get familiar with json-schema if you haven't yet. \n> [Understanding Json Schema](https://json-schema.org/understanding-json-schema/index.html) is a great place to start and learn Json Schema's basics\n## Simple usage\nLibrary can be used to validate data, against defined json-schema like so:\n\n```python\nfrom opyapi import validate\n\nassert validate(\n {\"name\": \"Test\", \"age\":12}, \n {\n \"type\": \"object\",\n \"properties\": {\n \"name\": {\n \"type\": \"string\",\n },\n \"age\": {\n \"type\": \"integer\", \n }\n }\n }\n)\n```\n\n## Using references\nValidating documents against complex schemas is also possible,\nplease consider the following example with json references:\n\n```python\nfrom opyapi import validate\n\nschema = {\n \"type\": \"object\",\n \"properties\": {\n \"name\": {\n \"type\": \"string\",\n \"minLength\": 2,\n },\n \"email\": {\n \"$ref\": \"#/$defs/email\"\n }\n },\n \"$defs\": {\n \"email\": {\n \"type\": \"string\",\n \"format\": \"email\"\n }\n }\n}\n\nvalidate({\"name\": \"Bob\", \"email\": \"bob@test.com\"}, schema)\n```\n\n## Custom string formats support\n\n```python\nfrom opyapi import StringFormat, validate\nimport re\n\ndef my_format_validator(value: str) -> str:\n if re.match(\"^my-\", value):\n return value\n raise ValueError(f\"Could not validate {value}\")\n\nStringFormat[\"my-format\"] = my_format_validator\n\nvalidate(\"my-test\", {\"type\": \"string\", \"format\": \"my-format\"}) # passes\nvalidate(\"test\", {\"type\": \"string\", \"format\": \"my-format\"}) # fails\n```\n\n> In the above example `opyapi.StringFormat` is used to register new custom format,\n> which is recognised during validation.\n\n## Re-using validators\n\nThere are scenarios where same validator should be used multiple times,\nin these scenarios to improve performance it is better to use `build_validator_for` \nwhich returns a validator function for the passed schema:\n\n```python\nfrom opyapi import build_validator_for\n\nmy_validator = build_validator_for({\n \"type\": \"object\",\n \"properties\": {\n \"name\": {\n \"type\": \"string\",\n \"minLength\": 2,\n },\n \"email\": {\n \"type\": \"string\",\n \"format\": \"email\",\n }\n },\n})\n\nassert my_validator({\"name\": \"Bob\", \"email\": \"bob@email.com\"})\n```\n\n## Catching errors\n\n`opyapi` provides versatile error package, which is really simple to use. You are only required to define try/except \nblock within you can catch one of the errors defined in the package depending on your scenario.\n\n```python\nfrom opyapi import build_validator_for\nfrom opyapi.errors import ValidationError\n\nmy_validator = build_validator_for({\n \"type\": \"object\",\n \"properties\": {\n \"name\": {\n \"type\": \"string\",\n \"minLength\": 2,\n },\n \"email\": {\n \"type\": \"string\",\n \"format\": \"email\",\n }\n },\n})\n\ntry:\n my_validator({\"name\": \"Bob\", \"email\": \"invalid\"})\nexcept ValidationError as e:\n print(f\"Validation failed from the reason: {e}\")\n\n```\n\n### Errors structure\n\nThe following graph represents exception used in `opyapi`. \nAll exceptions are part of `opyapi.errors` module.\n\n```\nValueError\n \u2517\u2501 ValidationError\n \u2523\u2501 TypeValidationError\n \u2523\u2501 EnumValidationError\n \u2523\u2501 FormatValidationError\n \u2523\u2501 ItemsValidationError\n \u2503 \u2523\u2501 UniqueItemsValidationError\n \u2503 \u2523\u2501 AdditionalItemsValidationError\n \u2503 \u2523\u2501 MinimumItemsValidationError\n \u2503 \u2517\u2501 MaximumItemsValidationError\n \u2523\u2501 MultipleOfValidationError\n \u2523\u2501 ComparisonValidationError\n \u2503 \u2523\u2501 EqualityValidationError\n \u2503 \u2517\u2501 RangeValidationError\n \u2503 \u2523\u2501 MinimumValidationError\n \u2503 \u2523\u2501 MaximumValidationError\n \u2503 \u2523\u2501 ExclusiveMinimumValidationError\n \u2503 \u2517\u2501 ExclusiveMaximumValidationError\n \u2517\u2501 ObjectValidationError\n \u2523\u2501 PropertyValidationError\n \u2503 \u2523\u2501 RequiredPropertyValidationError\n \u2503 \u2523\u2501 PropertyValueValidationError\n \u2503 \u2523\u2501 PropertyNameValidationError\n \u2503 \u2517\u2501 AdditionalPropertiesValidationError\n \u2523\u2501 ObjectSizeValidationError\n \u2503 \u2523\u2501 MinimumPropertiesValidationError\n \u2503 \u2517\u2501 MaximumPropertiesValidationError\n \u2517\u2501 DependencyValidationError\n```\n\n#### `opyapi.errors.ValidationError`\nGeneric validation error.\n\n#### `opyapi.errors.TypeValidationError`\nRaised when passed type does not conform type defined in the schema.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"type\": \"integer\"\n> }\n> ```\n\n#### `opyapi.errors.EnumValidationError`\nRaised when value does not conform enum definition.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"enum\": [\"integer\", \"string\", \"boolean\"]\n> }\n> ```\n\n#### `opyapi.errors.FormatValidationError`\nRaised when value does not conform defined format in string schema.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"type\": \"string\",\n> \"format\": \"date-time\"\n> }\n> ```\n\n#### `opyapi.errors.ItemsValidationError`\nGeneric Exception raised when validation of an array fails for some reason.\n\n#### `opyapi.errors.UniqueItemsValidationError`\nRaised when items in an array are expected to be unique but passed value does not conform the requirement. \nThis exception extends generic `opyapi.errors.ItemsValidationError` exception.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"type\": \"array\",\n> \"uniqueItems\": true\n> }\n> ```\n\n#### `opyapi.errors.AdditionalItemsValidationError`\nRaised when additional items in an array either does not conform the schema or are not expected.\nThis exception extends generic `opyapi.errors.ItemsValidationError` exception.\n\n> Can be triggered by the following schema:\n> ```json\n> {\n> \"type\": \"array\",\n> \"items\": [\n> {\"type\": \"string\"},\n> {\"type\": \"integer\"} \n> ],\n> \"additionalItems\": false\n> }\n> ```\n\n#### `opyapi.errors.MinimumItemsValidationError`, `opyapi.errors.MaximumItemsValidationError`\nRaised when number of items in an array does not conform maximum or minimum items specified in schema.\nThis exception extends generic `opyapi.errors.ItemsValidationError` exception.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"type\": \"array\",\n> \"minimumItems\": 2,\n> \"MaximumItems\": 10\n> }\n> ```\n\n\n#### `opyapi.errors.MultipleOfValidationError`\nRaised when validated number is not multiplication of passed value.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"type\": \"numerical\",\n> \"multipleOf\": 2\n> }\n> ```\n\n#### `opyapi.errors.ComparisonValidationError`\nRaised when comparison operation fails. This is a generic exception used by other comparison errors.\n\n#### `opyapi.errors.EqualityValidationError`\nRaised when validated value is not the same as defined expected value. This exception extends `opyapi.errors.ComparisonValidationError`.\n\n> Can be triggered by following example schema:\n> ```json\n> {\n> \"const\": \"test\"\n> }\n> ```\n\n#### `opyapi.errors.RangeValidationError`\nRaised when (exclusive) minimum, (exclusive) maximum comparisons fail. This exception extends `opyapi.errors.ComparisonValidationError`.\n\n#### `opyapi.errors.MinimumValidationError`, `opyapi.errors.MaximumValidationError`, `opyapi.errors.ExclusiveMinimumValidationError`, `opyapi.errors.ExclusiveMaximumValidationError`\nRaised when passed numerical (or integer) value is not within expected range defined in schema.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"numerical\",\n> \"minimum\": 2\n> }\n> ```\n\n\n#### `opyapi.errors.ObjectValidationError`\nGeneric exception raised when validation of an object fails for some reason.\n\n#### `opyapi.errors.PropertyValidationError`\nGeneric exception raised when validation of object's property fails for some reason. \nThis exception extends `opyapi.errors.ObjectValidationError` exception.\n\n#### `opyapi.errors.RequiredPropertyValidationError`\nRaised when required property is not present in passed object.\nThis exception extends `opyapi.errors.PropertyValidationError` exception.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"object\",\n> \"properties\": {\n> \"name\" : {\"type\": \"string\"}\n> },\n> \"required\": [\"name\"]\n> }\n> ```\n\n#### `opyapi.errors.PropertyValueValidationError`\nRaised when property contains invalid value. \nThis exception extends `opyapi.errors.PropertyValidationError` exception.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"object\",\n> \"properties\": {\n> \"name\" : {\"type\": \"string\"}\n> }\n> }\n> ```\n\n#### `opyapi.errors.PropertyNameValidationError`\nRaised when property's names does not conform defined schema. \nThis exception extends `opyapi.errors.PropertyValidationError` exception.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"object\",\n> \"properties\": {\n> \"name\" : {\"type\": \"string\"}\n> },\n> \"propertyNames\": {\n> \"pattern\": \"^x-\" \n> }\n> }\n> ```\n\n#### `opyapi.errors.AdditionalPropertiesValidationError`\nRaised when additional properties are not allowed or set schema is not followed. \nThis exception extends `opyapi.errors.PropertyValidationError` exception.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"object\",\n> \"properties\": {\n> \"name\" : {\"type\": \"string\"}\n> },\n> \"additionalProperties\": false\n> }\n> ```\n\n#### `opyapi.errors.ObjectSizeValidationError`\nGeneric exception raised when number of properties does not conform defined schema. \nThis exception extends `opyapi.errors.ObjectValidationError` exception.\n\n#### `opyapi.errors.MinimumPropertiesValidationError`, `opyapi.errors.MaximumPropertiesValidationError`\nGeneric exception raised when number of properties does not conform defined schema. \nThese exceptions extend `opyapi.errors.ObjectSizeValidationError`exception.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"object\",\n> \"properties\": {\n> \"name\" : {\"type\": \"string\"}\n> },\n> \"minProperties\": 2,\n> \"maxProperties\": 10\n> }\n> ```\n\n#### `opyapi.errors.DependencyValidationError`\n\nRaised when dependent properties are defined in the schema but not provided in a passed object. \nThis exception extends `opyapi.errors.ObjectValidationError` exception.\n\n> Can be triggered by the following example schema:\n> ```json\n> {\n> \"type\": \"object\",\n> \"properties\": {\n> \"name\" : {\"type\": \"string\"}\n> },\n> \"dependentRequired\": {\n> \"name\": [\"first_name\", \"last_name\"]\n> }\n> }\n> ```\n\n## API\n\n### `validate(obj: typing.Any, schema: typing.Union[dict, opyapi.JsonSchema]): typing.Any`\n\nValidates passed object `obj`, and if valid returns the object, otherwise raises a `ValueError` exception.\n\n```python\nfrom opyapi import validate\n\nassert validate(\n {\"name\": \"Test\", \"age\":12}, \n {\n \"type\": \"object\",\n \"properties\": {\n \"name\": {\n \"type\": \"string\",\n },\n \"age\": {\n \"type\": \"integer\", \n }\n }\n }\n)\n```\n\n### `build_validator_for(schema: typing.Union[dict, JsonSchema]) -> Callable`\n\nCreates validator function for passed json schema and returns it as a result.\n\n```python\nfrom opyapi import build_validator_for\n\nvalidator = build_validator_for({\n \"type\": \"object\",\n \"properties\": {\n \"name\": {\n \"type\": \"string\",\n },\n \"age\": {\n \"type\": \"integer\", \n }\n }\n})\n```\n",
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