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confidence.py
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582 lines (514 loc) · 20.6 KB
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import asyncio
import base64
import dataclasses
from datetime import datetime
from enum import Enum
import json
import logging
from typing import (
Any,
Dict,
List,
Optional,
Type,
Union,
get_args,
get_origin,
)
import requests
import httpx
from typing_extensions import TypeGuard
import time
from confidence import __version__
from confidence.errors import (
FlagNotFoundError,
GeneralError,
ParseError,
TypeMismatchError,
TimeoutError,
)
from .flag_types import FlagResolutionDetails, Reason, ErrorCode
from .names import FlagName, VariantName
from .telemetry import Telemetry, ProtoTraceId, ProtoStatus
EU_RESOLVE_API_ENDPOINT = "https://resolver.eu.confidence.dev"
US_RESOLVE_API_ENDPOINT = "https://resolver.us.confidence.dev"
GLOBAL_RESOLVE_API_ENDPOINT = "https://resolver.confidence.dev"
# Default timeout in milliseconds (10 seconds)
DEFAULT_TIMEOUT_MS = 10000
Primitive = Union[str, int, float, bool, None]
FieldType = Union[Primitive, List[Primitive], List["Object"], "Object"]
Object = Dict[str, FieldType]
def is_primitive(field_type: Type[Any]) -> TypeGuard[Type[Primitive]]:
return field_type in get_args(Primitive)
def primitive_matches(value: FieldType, value_type: Type[Primitive]) -> bool:
return (
value_type is None
or (value_type is int and isinstance(value, int))
or (value_type is int and isinstance(value, float) and value == int(value))
or (value_type is float and isinstance(value, (float, int)))
or (value_type is str and isinstance(value, str))
or (value_type is bool and isinstance(value, bool))
)
class Region(Enum):
def endpoint(self) -> str:
return self.value
EU = EU_RESOLVE_API_ENDPOINT
US = US_RESOLVE_API_ENDPOINT
GLOBAL = GLOBAL_RESOLVE_API_ENDPOINT
@dataclasses.dataclass
class ResolveResult(object):
value: Optional[Object]
variant: Optional[str]
token: str
class Confidence:
context: Dict[str, FieldType] = {}
def put_context(self, key: str, value: FieldType) -> None:
self.context[key] = value
def with_context(self, context: Dict[str, FieldType]) -> "Confidence":
new_confidence = Confidence(
self._client_secret,
self._region,
self._apply_on_resolve,
self._custom_resolve_base_url,
timeout_ms=self._timeout_ms,
logger=self.logger,
async_client=self.async_client,
)
new_confidence.context = {**self.context, **context}
return new_confidence
def __init__(
self,
client_secret: str,
region: Region = Region.GLOBAL,
apply_on_resolve: bool = True,
custom_resolve_base_url: Optional[str] = None,
timeout_ms: Optional[int] = DEFAULT_TIMEOUT_MS,
logger: logging.Logger = logging.getLogger("confidence_logger"),
async_client: httpx.AsyncClient = httpx.AsyncClient(),
disable_telemetry: bool = False,
):
self._client_secret = client_secret
self._region = region
self._api_endpoint = region.endpoint()
self._apply_on_resolve = apply_on_resolve
self._timeout_ms = timeout_ms
self.logger = logger
self.async_client = async_client
self._setup_logger(logger)
self._custom_resolve_base_url = custom_resolve_base_url
self._telemetry = Telemetry(__version__, disabled=disable_telemetry)
def _get_resolve_headers(self) -> Dict[str, str]:
headers = {
"Content-Type": "application/json",
"Accept": "application/json",
}
telemetry_header = self._telemetry.get_monitoring_header()
if telemetry_header:
headers["X-CONFIDENCE-TELEMETRY"] = telemetry_header
return headers
def resolve_boolean_details(
self, flag_key: str, default_value: bool
) -> FlagResolutionDetails[bool]:
return self._evaluate(flag_key, bool, default_value, self.context)
async def resolve_boolean_details_async(
self, flag_key: str, default_value: bool
) -> FlagResolutionDetails[bool]:
return await self._evaluate_async(flag_key, bool, default_value, self.context)
def resolve_float_details(
self, flag_key: str, default_value: float
) -> FlagResolutionDetails[float]:
return self._evaluate(flag_key, float, default_value, self.context)
async def resolve_float_details_async(
self, flag_key: str, default_value: float
) -> FlagResolutionDetails[float]:
return await self._evaluate_async(flag_key, float, default_value, self.context)
def resolve_integer_details(
self, flag_key: str, default_value: int
) -> FlagResolutionDetails[int]:
return self._evaluate(flag_key, int, default_value, self.context)
async def resolve_integer_details_async(
self, flag_key: str, default_value: int
) -> FlagResolutionDetails[int]:
return await self._evaluate_async(flag_key, int, default_value, self.context)
def resolve_string_details(
self, flag_key: str, default_value: str
) -> FlagResolutionDetails[str]:
return self._evaluate(flag_key, str, default_value, self.context)
async def resolve_string_details_async(
self, flag_key: str, default_value: str
) -> FlagResolutionDetails[str]:
return await self._evaluate_async(flag_key, str, default_value, self.context)
def resolve_object_details(
self, flag_key: str, default_value: Union[Object, List[Primitive]]
) -> FlagResolutionDetails[Union[Object, List[Primitive]]]:
return self._evaluate(flag_key, Object, default_value, self.context)
async def resolve_object_details_async(
self, flag_key: str, default_value: Union[Object, List[Primitive]]
) -> FlagResolutionDetails[Union[Object, List[Primitive]]]:
return await self._evaluate_async(flag_key, Object, default_value, self.context)
#
# --- internals
#
def _setup_logger(self, logger: logging.Logger) -> None:
if logger is not None:
if logger.level == logging.NOTSET:
logger.setLevel(logging.DEBUG)
formatter = logging.Formatter(
"%(asctime)s - %(name)s - %(levelname)s - %(message)s"
)
if not logger.hasHandlers():
ch = logging.StreamHandler()
ch.setFormatter(formatter)
logger.addHandler(ch)
def _logResolveTester(self, flag_id: str, context: Dict[str, FieldType]) -> None:
json_payload = json.dumps(
{
"flag": f"flags/{flag_id}",
"context": context,
"clientKey": self._client_secret,
}
)
base64_payload = base64.b64encode(json_payload.encode("utf-8")).decode("utf-8")
self.logger.debug(
f"Check your flag evaluation for '{flag_id}' by copy-pasting the payload to the Resolve tester: {base64_payload}" # noqa: E501
)
def _handle_evaluation_result(
self,
result: ResolveResult,
flag_id: str,
flag_key: str,
value_type: Type[FieldType],
default_value: FieldType,
value_path: Optional[str],
context: Dict[str, FieldType],
) -> FlagResolutionDetails[Any]:
self._logResolveTester(flag_id, context)
if result.variant is None or len(str(result.value)) == 0:
return FlagResolutionDetails(
value=default_value,
reason=Reason.DEFAULT,
flag_metadata={"flag_key": flag_key},
)
variant_name = VariantName.parse(result.variant)
value = self._select(result, value_path, value_type, self.logger)
if value is None:
self.logger.debug(
f"Flag {flag_key} resolved to None. Returning default value."
)
value = default_value
return FlagResolutionDetails(
value=value,
variant=variant_name.variant,
reason=Reason.TARGETING_MATCH,
flag_metadata={"flag_key": flag_key},
)
def _evaluate(
self,
flag_key: str,
value_type: Type[FieldType],
default_value: FieldType,
context: Dict[str, FieldType],
) -> FlagResolutionDetails[Any]:
if "." in flag_key:
flag_id, value_path = flag_key.split(".", 1)
else:
flag_id = flag_key
value_path = None
try:
result = self._resolve(FlagName(flag_id), context)
return self._handle_evaluation_result(
result,
flag_id,
flag_key,
value_type,
default_value,
value_path,
context,
)
except FlagNotFoundError:
self.logger.info(f"Flag {flag_key} not found")
return FlagResolutionDetails(
value=default_value,
reason=Reason.DEFAULT,
error_code=ErrorCode.FLAG_NOT_FOUND,
error_message=f"Flag {flag_key} not found",
flag_metadata={"flag_key": flag_key},
)
except TimeoutError as e:
self.logger.warning(
f"Request timed out after {self._timeout_ms} ms"
f" when resolving flag {flag_key}"
)
return FlagResolutionDetails(
value=default_value,
reason=Reason.DEFAULT,
error_code=ErrorCode.TIMEOUT,
error_message=str(e),
flag_metadata={"flag_key": flag_key},
)
except Exception as e:
self.logger.error(f"Error resolving flag {flag_key}: {str(e)}")
return FlagResolutionDetails(
value=default_value,
reason=Reason.ERROR,
error_code=ErrorCode.GENERAL,
error_message=str(e),
flag_metadata={"flag_key": flag_key},
)
async def _evaluate_async(
self,
flag_key: str,
value_type: Type[FieldType],
default_value: FieldType,
context: Dict[str, FieldType],
) -> FlagResolutionDetails[Any]:
if "." in flag_key:
flag_id, value_path = flag_key.split(".", 1)
else:
flag_id = flag_key
value_path = None
try:
result = await self._resolve_async(FlagName(flag_id), context)
return self._handle_evaluation_result(
result,
flag_id,
flag_key,
value_type,
default_value,
value_path,
context,
)
except FlagNotFoundError:
self.logger.info(f"Flag {flag_key} not found")
return FlagResolutionDetails(
value=default_value,
reason=Reason.DEFAULT,
error_code=ErrorCode.FLAG_NOT_FOUND,
error_message=f"Flag {flag_key} not found",
flag_metadata={"flag_key": flag_key},
)
except TimeoutError as e:
self.logger.warning(
f"Request timed out after {self._timeout_ms} ms"
f" when resolving flag {flag_key}"
)
return FlagResolutionDetails(
value=default_value,
reason=Reason.DEFAULT,
error_code=ErrorCode.TIMEOUT,
error_message=str(e),
flag_metadata={"flag_key": flag_key},
)
except Exception as e:
self.logger.error(f"Error resolving flag {flag_key}: {str(e)}")
return FlagResolutionDetails(
value=default_value,
reason=Reason.DEFAULT,
error_code=ErrorCode.GENERAL,
error_message=str(e),
flag_metadata={"flag_key": flag_key},
)
# type-arg: ignore
def track(self, event_name: str, data: Dict[str, FieldType]) -> None:
self._send_event_internal(event_name, data)
def track_async(self, event_name: str, data: Dict[str, FieldType]) -> None:
asyncio.create_task(self._send_event(event_name, data))
async def _send_event(self, event_name: str, data: Dict[str, FieldType]) -> None:
self._send_event_internal(event_name, data)
def _send_event_internal(self, event_name: str, data: Dict[str, FieldType]) -> None:
current_time = datetime.utcnow().isoformat() + "Z"
request_body = {
"clientSecret": self._client_secret,
"sendTime": current_time,
"events": [
{
"eventDefinition": f"eventDefinitions/{event_name}",
"payload": {"context": {**self.context}, **data},
"eventTime": current_time,
}
],
"sdk": {"id": "SDK_ID_PYTHON_CONFIDENCE", "version": __version__},
}
event_url = "https://events.confidence.dev/v1/events:publish"
headers = {"Content-Type": "application/json", "Accept": "application/json"}
timeout_sec = None if self._timeout_ms is None else self._timeout_ms / 1000.0
try:
response = requests.post(
event_url, json=request_body, headers=headers, timeout=timeout_sec
)
if response.status_code == 200:
json = response.json()
json_errors = json.get("errors")
if json_errors:
self.logger.warning("events emitted with errors:")
for error in json_errors:
self.logger.warning(error)
else:
self.logger.warning(
f"Track event {event_name} failed with status code"
+ f" {response.status_code} and reason: {response.reason}"
)
except requests.exceptions.RequestException as e:
self.logger.warning(f"Failed to track event {event_name}: {str(e)}")
def _handle_resolve_response(
self, response: requests.Response, flag_name: FlagName
) -> ResolveResult:
if response.status_code == 404:
self.logger.error(f"Flag {flag_name} not found")
raise FlagNotFoundError()
response.raise_for_status()
response_body = response.json()
resolved_flags = response_body["resolvedFlags"]
token = response_body["resolveToken"]
if len(resolved_flags) == 0:
raise FlagNotFoundError()
resolved_flag = resolved_flags[0]
variant = resolved_flag.get("variant")
return ResolveResult(
resolved_flag.get("value"), None if variant == "" else variant, token
)
def _resolve(
self, flag_name: FlagName, context: Dict[str, FieldType]
) -> ResolveResult:
start_time = time.perf_counter()
request_body = {
"clientSecret": self._client_secret,
"evaluationContext": context,
"apply": self._apply_on_resolve,
"flags": [str(flag_name)],
"sdk": {"id": "SDK_ID_PYTHON_CONFIDENCE", "version": __version__},
}
base_url = self._api_endpoint
if self._custom_resolve_base_url is not None:
base_url = self._custom_resolve_base_url
resolve_url = f"{base_url}/v1/flags:resolve"
timeout_sec = None if self._timeout_ms is None else self._timeout_ms / 1000.0
try:
response = requests.post(
resolve_url,
json=request_body,
headers=self._get_resolve_headers(),
timeout=timeout_sec,
)
result = self._handle_resolve_response(response, flag_name)
duration_ms = int((time.perf_counter() - start_time) * 1000)
self._telemetry.add_trace(
ProtoTraceId.PROTO_TRACE_ID_RESOLVE_LATENCY,
duration_ms,
ProtoStatus.PROTO_STATUS_SUCCESS,
)
return result
except requests.exceptions.Timeout:
duration_ms = int((time.perf_counter() - start_time) * 1000)
self._telemetry.add_trace(
ProtoTraceId.PROTO_TRACE_ID_RESOLVE_LATENCY,
duration_ms,
ProtoStatus.PROTO_STATUS_TIMEOUT,
)
self.logger.warning(
f"Request timed out after {timeout_sec}s"
f" when resolving flag {flag_name}"
)
raise TimeoutError()
except requests.exceptions.RequestException as e:
duration_ms = int((time.perf_counter() - start_time) * 1000)
self._telemetry.add_trace(
ProtoTraceId.PROTO_TRACE_ID_RESOLVE_LATENCY,
duration_ms,
ProtoStatus.PROTO_STATUS_ERROR,
)
self.logger.warning(f"Error resolving flag {flag_name}: {str(e)}")
raise GeneralError(str(e))
async def _resolve_async(
self, flag_name: FlagName, context: Dict[str, FieldType]
) -> ResolveResult:
start_time = time.perf_counter()
request_body = {
"clientSecret": self._client_secret,
"evaluationContext": context,
"apply": self._apply_on_resolve,
"flags": [str(flag_name)],
"sdk": {"id": "SDK_ID_PYTHON_CONFIDENCE", "version": __version__},
}
base_url = self._api_endpoint
if self._custom_resolve_base_url is not None:
base_url = self._custom_resolve_base_url
resolve_url = f"{base_url}/v1/flags:resolve"
timeout_sec = None if self._timeout_ms is None else self._timeout_ms / 1000.0
try:
response = await self.async_client.post(
resolve_url,
json=request_body,
headers=self._get_resolve_headers(),
timeout=timeout_sec,
)
result = self._handle_resolve_response(response, flag_name)
duration_ms = int((time.perf_counter() - start_time) * 1000)
self._telemetry.add_trace(
ProtoTraceId.PROTO_TRACE_ID_RESOLVE_LATENCY,
duration_ms,
ProtoStatus.PROTO_STATUS_SUCCESS,
)
return result
except httpx.TimeoutException:
duration_ms = int((time.perf_counter() - start_time) * 1000)
self._telemetry.add_trace(
ProtoTraceId.PROTO_TRACE_ID_RESOLVE_LATENCY,
duration_ms,
ProtoStatus.PROTO_STATUS_TIMEOUT,
)
self.logger.warning(
f"Request timed out after {timeout_sec}s"
f" when resolving flag {flag_name}"
)
raise TimeoutError()
except httpx.HTTPError as e:
duration_ms = int((time.perf_counter() - start_time) * 1000)
self._telemetry.add_trace(
ProtoTraceId.PROTO_TRACE_ID_RESOLVE_LATENCY,
duration_ms,
ProtoStatus.PROTO_STATUS_ERROR,
)
self.logger.warning(f"Error resolving flag {flag_name}: {str(e)}")
raise GeneralError(str(e))
@staticmethod
def _select(
result: ResolveResult,
value_path: Optional[str],
value_type: Type[FieldType],
logger: logging.Logger,
) -> FieldType:
value: FieldType = result.value
if value_path is not None:
keys = value_path.split(".")
for key in keys:
if not isinstance(value, dict):
logger.debug(f"Value {value} is not a dict. Returning None.")
raise ParseError()
if key not in value:
logger.debug(
f"Key {key} not found in value {value}. Returning None."
)
raise ParseError()
value = value.get(key)
# skip type checking if the value was not specified
if value is None:
return None
if not Confidence.type_matches(value, value_type):
logger.debug(
f"Type of value {value} did not match expected type {value_type}."
)
raise TypeMismatchError("type of value did not match excepted type")
if value_type is int and isinstance(value, float):
value = int(value)
return value
@staticmethod
def type_matches(value: FieldType, value_type: Type[FieldType]) -> bool:
origin = get_origin(value_type)
if is_primitive(value_type):
return primitive_matches(value, value_type)
elif origin is list:
return isinstance(value, list)
elif origin is dict:
return isinstance(value, dict)
return False