2020-09-15 00:24:01 +02:00
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# Zulip's OpenAPI-based API documentation system is documented at
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# https://zulip.readthedocs.io/en/latest/documentation/api.html
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#
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# This file contains helper functions to interact with the OpenAPI
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# definitions and validate that Zulip's implementation matches what is
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# described in our documentation.
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2018-05-15 19:28:42 +02:00
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import os
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2020-06-13 17:59:46 +02:00
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import re
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2019-07-08 14:08:02 +02:00
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from typing import Any, Dict, List, Optional, Set
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2018-05-15 19:28:42 +02:00
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2020-10-22 23:45:38 +02:00
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from jsonschema.exceptions import ValidationError as JsonSchemaValidationError
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2020-07-09 20:28:07 +02:00
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from openapi_core import create_spec
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from openapi_core.testing import MockRequest
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from openapi_core.validation.request.validators import RequestValidator
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2020-07-01 19:07:31 +02:00
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from openapi_schema_validator import OAS30Validator
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OPENAPI_SPEC_PATH = os.path.abspath(
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os.path.join(os.path.dirname(__file__), "../openapi/zulip.yaml")
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)
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2018-05-15 19:28:42 +02:00
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2020-06-13 17:59:46 +02:00
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# A list of endpoint-methods such that the endpoint
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# has documentation but not with this particular method.
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2020-08-12 04:54:48 +02:00
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EXCLUDE_UNDOCUMENTED_ENDPOINTS = {
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("/realm/emoji/{emoji_name}", "delete"),
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("/users", "patch"),
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}
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2020-07-01 19:07:31 +02:00
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# Consists of endpoints with some documentation remaining.
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# These are skipped but return true as the validator cannot exclude objects
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EXCLUDE_DOCUMENTED_ENDPOINTS = {
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("/settings/notifications", "patch"),
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}
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2020-08-12 01:35:02 +02:00
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# Most of our code expects allOf to be preprocessed away because that is what
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# yamole did. Its algorithm for doing so is not standards compliant, but we
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# replicate it here.
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def naively_merge(a: Dict[str, object], b: Dict[str, object]) -> Dict[str, object]:
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ret: Dict[str, object] = a.copy()
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for key, b_value in b.items():
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if key == "example" or key not in ret:
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ret[key] = b_value
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continue
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a_value = ret[key]
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if isinstance(b_value, list):
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assert isinstance(a_value, list)
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ret[key] = a_value + b_value
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elif isinstance(b_value, dict):
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assert isinstance(a_value, dict)
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ret[key] = naively_merge(a_value, b_value)
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return ret
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2020-08-12 01:35:02 +02:00
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def naively_merge_allOf(obj: object) -> object:
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if isinstance(obj, dict):
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return naively_merge_allOf_dict(obj)
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elif isinstance(obj, list):
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return list(map(naively_merge_allOf, obj))
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else:
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return obj
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2020-08-12 01:35:02 +02:00
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def naively_merge_allOf_dict(obj: Dict[str, object]) -> Dict[str, object]:
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if "allOf" in obj:
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ret = obj.copy()
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subschemas = ret.pop("allOf")
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ret = naively_merge_allOf_dict(ret)
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assert isinstance(subschemas, list)
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for subschema in subschemas:
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assert isinstance(subschema, dict)
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ret = naively_merge(ret, naively_merge_allOf_dict(subschema))
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return ret
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return {key: naively_merge_allOf(value) for key, value in obj.items()}
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class OpenAPISpec:
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def __init__(self, openapi_path: str) -> None:
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self.openapi_path = openapi_path
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self.mtime: Optional[float] = None
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self._openapi: Dict[str, Any] = {}
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self._endpoints_dict: Dict[str, str] = {}
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self._request_validator: Optional[RequestValidator] = None
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def check_reload(self) -> None:
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# Because importing yaml takes significant time, and we only
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# use python-yaml for our API docs, importing it lazily here
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# is a significant optimization to `manage.py` startup.
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2018-09-07 01:30:19 +02:00
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#
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# There is a bit of a race here...we may have two processes
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# accessing this module level object and both trying to
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# populate self.data at the same time. Hopefully this will
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# only cause some extra processing at startup and not data
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# corruption.
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2020-08-12 01:35:02 +02:00
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import yaml
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from jsonref import JsonRef
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with open(self.openapi_path) as f:
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mtime = os.fstat(f.fileno()).st_mtime
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# Using == rather than >= to cover the corner case of users placing an
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# earlier version than the current one
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if self.mtime == mtime:
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return
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openapi = yaml.load(f, Loader=yaml.CSafeLoader)
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spec = create_spec(openapi)
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self._request_validator = RequestValidator(spec)
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self._openapi = naively_merge_allOf_dict(JsonRef.replace_refs(openapi))
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self.create_endpoints_dict()
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self.mtime = mtime
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def create_endpoints_dict(self) -> None:
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# Algorithm description:
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# We have 2 types of endpoints
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# 1.with path arguments 2. without path arguments
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# In validate_against_openapi_schema we directly check
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# if we have a without path endpoint, since it does not
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# require regex. Hence they are not part of the regex dict
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# and now we are left with only:
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# endpoint with path arguments.
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# Now for this case, the regex has been created carefully,
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# numeric arguments are matched with [0-9] only and
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# emails are matched with their regex. This is why there are zero
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# collisions. Hence if this regex matches
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# an incorrect endpoint then there is some backend problem.
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# For example if we have users/{name}/presence then it will
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# conflict with users/me/presence even in the backend.
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# Care should be taken though that if we have special strings
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# such as email they must be substituted with proper regex.
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email_regex = r"([a-zA-Z0-9_\-\.]+)@([a-zA-Z0-9_\-\.]+)\.([a-zA-Z]{2,5})"
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self._endpoints_dict = {}
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for endpoint in self._openapi["paths"]:
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if "{" not in endpoint:
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continue
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path_regex = "^" + endpoint + "$"
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# Numeric arguments have id at their end
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# so find such arguments and replace them with numeric
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# regex
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path_regex = re.sub(r"{[^}]*id}", r"[0-9]*", path_regex)
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# Email arguments end with email
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path_regex = re.sub(r"{[^}]*email}", email_regex, path_regex)
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# All other types of arguments are supposed to be
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# all-encompassing string.
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path_regex = re.sub(r"{[^}]*}", r"[^\/]*", path_regex)
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path_regex = path_regex.replace(r"/", r"\/")
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self._endpoints_dict[path_regex] = endpoint
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def openapi(self) -> Dict[str, Any]:
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"""Reload the OpenAPI file if it has been modified after the last time
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it was read, and then return the parsed data.
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"""
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self.check_reload()
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assert len(self._openapi) > 0
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return self._openapi
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def endpoints_dict(self) -> Dict[str, str]:
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"""Reload the OpenAPI file if it has been modified after the last time
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it was read, and then return the parsed data.
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"""
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self.check_reload()
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assert len(self._endpoints_dict) > 0
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return self._endpoints_dict
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def request_validator(self) -> RequestValidator:
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"""Reload the OpenAPI file if it has been modified after the last time
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it was read, and then return the openapi_core validator object. Similar
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to preceding functions. Used for proper access to OpenAPI objects.
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"""
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self.check_reload()
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assert self._request_validator is not None
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return self._request_validator
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2018-05-31 19:41:17 +02:00
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class SchemaError(Exception):
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pass
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openapi_spec = OpenAPISpec(OPENAPI_SPEC_PATH)
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def get_schema(endpoint: str, method: str, status_code: str) -> Dict[str, Any]:
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if len(status_code) == 3 and (
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"oneOf"
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in openapi_spec.openapi()["paths"][endpoint][method.lower()]["responses"][status_code][
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"content"
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]["application/json"]["schema"]
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):
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# Currently at places where multiple schemas are defined they only
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# differ in example so either can be used.
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status_code += "_0"
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if len(status_code) == 3:
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schema = openapi_spec.openapi()["paths"][endpoint][method.lower()]["responses"][
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status_code
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]["content"]["application/json"]["schema"]
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return schema
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else:
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subschema_index = int(status_code[4])
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status_code = status_code[0:3]
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schema = openapi_spec.openapi()["paths"][endpoint][method.lower()]["responses"][
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status_code
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]["content"]["application/json"]["schema"]["oneOf"][subschema_index]
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return schema
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def get_openapi_fixture(endpoint: str, method: str, status_code: str = "200") -> Dict[str, Any]:
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"""Fetch a fixture from the full spec object."""
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return get_schema(endpoint, method, status_code)["example"]
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def get_openapi_description(endpoint: str, method: str) -> str:
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"""Fetch a description from the full spec object."""
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return openapi_spec.openapi()["paths"][endpoint][method.lower()]["description"]
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def get_openapi_summary(endpoint: str, method: str) -> str:
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"""Fetch a summary from the full spec object."""
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return openapi_spec.openapi()["paths"][endpoint][method.lower()]["summary"]
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def get_openapi_paths() -> Set[str]:
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return set(openapi_spec.openapi()["paths"].keys())
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def get_openapi_parameters(
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endpoint: str, method: str, include_url_parameters: bool = True
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) -> List[Dict[str, Any]]:
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operation = openapi_spec.openapi()["paths"][endpoint][method.lower()]
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# We do a `.get()` for this last bit to distinguish documented
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# endpoints with no parameters (empty list) from undocumented
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# endpoints (KeyError exception).
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parameters = operation.get("parameters", [])
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# Also, we skip parameters defined in the URL.
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if not include_url_parameters:
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parameters = [parameter for parameter in parameters if parameter["in"] != "path"]
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return parameters
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def get_openapi_return_values(endpoint: str, method: str) -> List[Dict[str, Any]]:
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operation = openapi_spec.openapi()["paths"][endpoint][method.lower()]
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schema = operation["responses"]["200"]["content"]["application/json"]["schema"]
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# In cases where we have used oneOf, the schemas only differ in examples
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# So we can choose any.
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if "oneOf" in schema:
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schema = schema["oneOf"][0]
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return schema["properties"]
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def find_openapi_endpoint(path: str) -> Optional[str]:
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for path_regex, endpoint in openapi_spec.endpoints_dict().items():
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matches = re.match(path_regex, path)
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if matches:
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return endpoint
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return None
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def get_event_type(event: Dict[str, Any]) -> str:
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return event["type"] + ":" + event.get("op", "")
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|
2020-07-27 16:22:31 +02:00
|
|
|
def fix_events(content: Dict[str, Any]) -> None:
|
|
|
|
"""Remove undocumented events from events array. This is a makeshift
|
|
|
|
function so that further documentation of `/events` can happen with
|
|
|
|
only zulip.yaml changes and minimal other changes. It should be removed
|
|
|
|
as soon as `/events` documentation is complete.
|
|
|
|
"""
|
2020-08-11 01:47:44 +02:00
|
|
|
# 'user' is deprecated so remove its occurrences from the events array
|
2021-02-12 08:20:45 +01:00
|
|
|
for event in content["events"]:
|
|
|
|
event.pop("user", None)
|
2020-07-27 16:22:31 +02:00
|
|
|
|
2021-02-12 08:19:30 +01:00
|
|
|
|
|
|
|
def validate_against_openapi_schema(
|
|
|
|
content: Dict[str, Any],
|
|
|
|
path: str,
|
|
|
|
method: str,
|
|
|
|
status_code: str,
|
|
|
|
display_brief_error: bool = False,
|
|
|
|
) -> bool:
|
2018-05-31 19:41:17 +02:00
|
|
|
"""Compare a "content" dict with the defined schema for a specific method
|
2020-06-13 17:59:46 +02:00
|
|
|
in an endpoint. Return true if validated and false if skipped.
|
2018-05-31 19:41:17 +02:00
|
|
|
"""
|
2020-07-01 19:07:31 +02:00
|
|
|
|
|
|
|
# This first set of checks are primarily training wheels that we
|
|
|
|
# hope to eliminate over time as we improve our API documentation.
|
|
|
|
|
2020-06-13 17:59:46 +02:00
|
|
|
# No 500 responses have been documented, so skip them
|
2021-02-12 08:20:45 +01:00
|
|
|
if status_code.startswith("5"):
|
2020-06-13 17:59:46 +02:00
|
|
|
return False
|
2021-02-12 08:20:45 +01:00
|
|
|
if path not in openapi_spec.openapi()["paths"].keys():
|
2020-08-12 04:54:48 +02:00
|
|
|
endpoint = find_openapi_endpoint(path)
|
2020-06-13 17:59:46 +02:00
|
|
|
# If it doesn't match it hasn't been documented yet.
|
2020-08-12 04:54:48 +02:00
|
|
|
if endpoint is None:
|
2020-06-13 17:59:46 +02:00
|
|
|
return False
|
2020-08-12 04:54:48 +02:00
|
|
|
else:
|
|
|
|
endpoint = path
|
2020-06-13 17:59:46 +02:00
|
|
|
# Excluded endpoint/methods
|
2020-08-12 04:54:48 +02:00
|
|
|
if (endpoint, method) in EXCLUDE_UNDOCUMENTED_ENDPOINTS:
|
2020-06-13 17:59:46 +02:00
|
|
|
return False
|
2020-07-01 19:07:31 +02:00
|
|
|
# Return true for endpoints with only response documentation remaining
|
2020-08-12 04:54:48 +02:00
|
|
|
if (endpoint, method) in EXCLUDE_DOCUMENTED_ENDPOINTS:
|
2020-07-01 19:07:31 +02:00
|
|
|
return True
|
2020-06-10 21:18:27 +02:00
|
|
|
# Check if the response matches its code
|
2021-02-12 08:20:45 +01:00
|
|
|
if status_code.startswith("2") and (content.get("result", "success").lower() != "success"):
|
2020-06-10 21:18:27 +02:00
|
|
|
raise SchemaError("Response is not 200 but is validating against 200 schema")
|
2020-07-01 19:07:31 +02:00
|
|
|
# Code is not declared but appears in various 400 responses. If
|
|
|
|
# common, it can be added to 400 response schema
|
2021-02-12 08:20:45 +01:00
|
|
|
if status_code.startswith("4"):
|
2020-07-01 19:07:31 +02:00
|
|
|
# This return statement should ideally be not here. But since
|
|
|
|
# we have not defined 400 responses for various paths this has
|
|
|
|
# been added as all 400 have the same schema. When all 400
|
|
|
|
# response have been defined this should be removed.
|
2020-06-13 17:59:46 +02:00
|
|
|
return True
|
2020-07-01 19:07:31 +02:00
|
|
|
# The actual work of validating that the response matches the
|
|
|
|
# schema is done via the third-party OAS30Validator.
|
2020-08-12 04:54:48 +02:00
|
|
|
schema = get_schema(endpoint, method, status_code)
|
2021-02-12 08:20:45 +01:00
|
|
|
if endpoint == "/events" and method == "get":
|
2020-07-27 16:22:31 +02:00
|
|
|
# This a temporary function for checking only documented events
|
|
|
|
# as all events haven't been documented yet.
|
|
|
|
# TODO: Remove this after all events have been documented.
|
|
|
|
fix_events(content)
|
2020-10-22 23:45:38 +02:00
|
|
|
|
2020-07-01 19:07:31 +02:00
|
|
|
validator = OAS30Validator(schema)
|
2020-10-22 23:45:38 +02:00
|
|
|
try:
|
|
|
|
validator.validate(content)
|
|
|
|
except JsonSchemaValidationError as error:
|
|
|
|
if not display_brief_error:
|
|
|
|
raise error
|
|
|
|
|
|
|
|
# display_brief_error is designed to avoid printing 1000 lines
|
|
|
|
# of output when the schema to validate is extremely large
|
|
|
|
# (E.g. the several dozen format variants for individual
|
|
|
|
# events returned by GET /events) and instead just display the
|
|
|
|
# specific variant we expect to match the response.
|
2021-02-12 08:19:30 +01:00
|
|
|
brief_error_display_schema = {"nullable": False, "oneOf": list()}
|
2020-10-22 23:45:38 +02:00
|
|
|
brief_error_display_schema_oneOf = []
|
|
|
|
brief_error_validator_value = []
|
|
|
|
|
|
|
|
for validator_value in error.validator_value:
|
|
|
|
if validator_value["example"]["type"] == error.instance["type"]:
|
|
|
|
brief_error_validator_value.append(validator_value)
|
|
|
|
|
2021-02-12 08:20:45 +01:00
|
|
|
for i_schema in error.schema["oneOf"]:
|
2020-10-22 23:45:38 +02:00
|
|
|
if i_schema["example"]["type"] == error.instance["type"]:
|
|
|
|
brief_error_display_schema_oneOf.append(i_schema)
|
2021-02-12 08:20:45 +01:00
|
|
|
brief_error_display_schema["oneOf"] = brief_error_display_schema_oneOf
|
2020-10-22 23:45:38 +02:00
|
|
|
|
|
|
|
# Field list from https://python-jsonschema.readthedocs.io/en/stable/errors/
|
|
|
|
raise JsonSchemaValidationError(
|
|
|
|
message=error.message,
|
|
|
|
validator=error.validator,
|
|
|
|
path=error.path,
|
|
|
|
instance=error.instance,
|
|
|
|
schema_path=error.schema_path,
|
|
|
|
schema=brief_error_display_schema,
|
|
|
|
validator_value=brief_error_validator_value,
|
|
|
|
cause=error.cause,
|
|
|
|
)
|
|
|
|
|
2020-06-13 17:59:46 +02:00
|
|
|
return True
|
2020-06-02 18:04:03 +02:00
|
|
|
|
2021-02-12 08:19:30 +01:00
|
|
|
|
2020-07-01 19:07:31 +02:00
|
|
|
def validate_schema(schema: Dict[str, Any]) -> None:
|
|
|
|
"""Check if opaque objects are present in the OpenAPI spec; this is an
|
|
|
|
important part of our policy for ensuring every detail of Zulip's
|
|
|
|
API responses is correct.
|
2020-06-02 18:04:03 +02:00
|
|
|
|
2020-07-01 19:07:31 +02:00
|
|
|
This is done by checking for the presence of the
|
|
|
|
`additionalProperties` attribute for all objects (dictionaries).
|
|
|
|
"""
|
2021-02-12 08:20:45 +01:00
|
|
|
if "oneOf" in schema:
|
|
|
|
for subschema in schema["oneOf"]:
|
2020-08-12 04:58:01 +02:00
|
|
|
validate_schema(subschema)
|
2021-02-12 08:20:45 +01:00
|
|
|
elif schema["type"] == "array":
|
|
|
|
validate_schema(schema["items"])
|
|
|
|
elif schema["type"] == "object":
|
|
|
|
if "additionalProperties" not in schema:
|
2021-02-12 08:19:30 +01:00
|
|
|
raise SchemaError(
|
2021-02-12 08:20:45 +01:00
|
|
|
"additionalProperties needs to be defined for objects to make"
|
|
|
|
+ "sure they have no additional properties left to be documented."
|
2021-02-12 08:19:30 +01:00
|
|
|
)
|
2021-02-12 08:20:45 +01:00
|
|
|
for property_schema in schema.get("properties", {}).values():
|
2020-08-12 04:58:01 +02:00
|
|
|
validate_schema(property_schema)
|
2021-02-12 08:20:45 +01:00
|
|
|
if schema["additionalProperties"]:
|
|
|
|
validate_schema(schema["additionalProperties"])
|
2018-05-31 19:41:17 +02:00
|
|
|
|
2021-02-12 08:19:30 +01:00
|
|
|
|
2018-05-31 19:41:17 +02:00
|
|
|
def to_python_type(py_type: str) -> type:
|
2020-03-28 01:25:56 +01:00
|
|
|
"""Transform an OpenAPI-like type to a Python one.
|
2018-05-31 19:41:17 +02:00
|
|
|
https://swagger.io/docs/specification/data-models/data-types
|
|
|
|
"""
|
|
|
|
TYPES = {
|
2021-02-12 08:20:45 +01:00
|
|
|
"string": str,
|
|
|
|
"number": float,
|
|
|
|
"integer": int,
|
|
|
|
"boolean": bool,
|
|
|
|
"array": list,
|
|
|
|
"object": dict,
|
2018-05-31 19:41:17 +02:00
|
|
|
}
|
|
|
|
|
|
|
|
return TYPES[py_type]
|
2020-06-26 16:18:27 +02:00
|
|
|
|
2021-02-12 08:19:30 +01:00
|
|
|
|
2020-06-26 16:18:27 +02:00
|
|
|
def likely_deprecated_parameter(parameter_description: str) -> bool:
|
2021-02-12 08:20:45 +01:00
|
|
|
if "**Changes**: Deprecated" in parameter_description:
|
2020-06-26 16:18:27 +02:00
|
|
|
return True
|
|
|
|
|
|
|
|
return "**Deprecated**" in parameter_description
|
2020-07-09 20:51:31 +02:00
|
|
|
|
2021-02-12 08:19:30 +01:00
|
|
|
|
2021-02-16 13:01:36 +01:00
|
|
|
def check_deprecated_consistency(argument: Dict[str, Any], description: str) -> None:
|
|
|
|
# Test to make sure deprecated parameters are marked so.
|
|
|
|
if likely_deprecated_parameter(description):
|
|
|
|
assert argument["deprecated"]
|
|
|
|
if "deprecated" in argument:
|
|
|
|
assert likely_deprecated_parameter(description)
|
|
|
|
|
|
|
|
|
2020-07-09 20:51:31 +02:00
|
|
|
# Skip those JSON endpoints whose query parameters are different from
|
|
|
|
# their `/api/v1` counterpart. This is a legacy code issue that we
|
|
|
|
# plan to fix by changing the implementation.
|
2020-08-12 04:54:48 +02:00
|
|
|
SKIP_JSON = {
|
2021-02-12 08:20:45 +01:00
|
|
|
("/fetch_api_key", "post"),
|
2020-08-12 04:54:48 +02:00
|
|
|
}
|
2020-07-09 20:51:31 +02:00
|
|
|
|
2021-02-12 08:19:30 +01:00
|
|
|
|
|
|
|
def validate_request(
|
|
|
|
url: str,
|
|
|
|
method: str,
|
|
|
|
data: Dict[str, Any],
|
|
|
|
http_headers: Dict[str, Any],
|
|
|
|
json_url: bool,
|
|
|
|
status_code: str,
|
|
|
|
intentionally_undocumented: bool = False,
|
|
|
|
) -> None:
|
2020-07-09 20:51:31 +02:00
|
|
|
# Some JSON endpoints have different parameters compared to
|
|
|
|
# their `/api/v1` counterparts.
|
2020-08-12 04:54:48 +02:00
|
|
|
if json_url and (url, method) in SKIP_JSON:
|
2020-07-09 20:51:31 +02:00
|
|
|
return
|
|
|
|
|
|
|
|
# TODO: Add support for file upload endpoints that lack the /json/
|
|
|
|
# or /api/v1/ prefix.
|
2021-02-12 08:20:45 +01:00
|
|
|
if url == "/user_uploads" or url.startswith("/realm/emoji/"):
|
2020-07-09 20:51:31 +02:00
|
|
|
return
|
|
|
|
|
|
|
|
# Now using the openapi_core APIs, validate the request schema
|
|
|
|
# against the OpenAPI documentation.
|
2021-02-12 08:19:30 +01:00
|
|
|
mock_request = MockRequest(
|
2021-02-12 08:20:45 +01:00
|
|
|
"http://localhost:9991/", method, "/api/v1" + url, headers=http_headers, args=data
|
2021-02-12 08:19:30 +01:00
|
|
|
)
|
2020-08-12 04:54:48 +02:00
|
|
|
result = openapi_spec.request_validator().validate(mock_request)
|
2020-07-25 17:24:21 +02:00
|
|
|
if len(result.errors) != 0:
|
|
|
|
# Requests that do not validate against the OpenAPI spec must either:
|
|
|
|
# * Have returned a 400 (bad request) error
|
|
|
|
# * Have returned a 200 (success) with this request marked as intentionally
|
|
|
|
# undocumented behavior.
|
2021-02-12 08:20:45 +01:00
|
|
|
if status_code.startswith("4"):
|
2020-07-25 17:24:21 +02:00
|
|
|
return
|
2021-02-12 08:20:45 +01:00
|
|
|
if status_code.startswith("2") and intentionally_undocumented:
|
2020-07-25 17:24:21 +02:00
|
|
|
return
|
2020-07-09 20:51:31 +02:00
|
|
|
|
|
|
|
# If no errors are raised, then validation is successful
|
|
|
|
if len(result.errors) == 0:
|
|
|
|
return
|
|
|
|
|
|
|
|
# Show a block error message explaining the options for fixing it.
|
|
|
|
msg = f"""
|
|
|
|
|
|
|
|
Error! The OpenAPI schema for {method} {url} is not consistent
|
|
|
|
with the parameters passed in this HTTP request. Consider:
|
|
|
|
|
|
|
|
* Updating the OpenAPI schema defined in zerver/openapi/zulip.yaml
|
|
|
|
* Adjusting the test to pass valid parameters. If the test
|
2020-07-25 17:24:21 +02:00
|
|
|
fails due to intentionally_undocumented features, you need to pass
|
|
|
|
`intentionally_undocumented=True` to self.client_{method.lower()} or
|
2020-07-09 20:51:31 +02:00
|
|
|
self.api_{method.lower()} to document your intent.
|
|
|
|
|
|
|
|
See https://zulip.readthedocs.io/en/latest/documentation/api.html for help.
|
|
|
|
|
|
|
|
The errors logged by the OpenAPI validator are below:\n"""
|
|
|
|
for error in result.errors:
|
|
|
|
msg += f"* {str(error)}\n"
|
|
|
|
raise SchemaError(msg)
|