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base.py
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"""
Persistence layers supporting idempotency
"""
from __future__ import annotations
import datetime
import hashlib
import json
import logging
import os
import warnings
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
import jmespath
from aws_lambda_powertools.shared import constants
from aws_lambda_powertools.shared.cache_dict import LRUDict
from aws_lambda_powertools.shared.json_encoder import Encoder
from aws_lambda_powertools.utilities.idempotency.exceptions import (
IdempotencyItemAlreadyExistsError,
IdempotencyKeyError,
IdempotencyValidationError,
)
from aws_lambda_powertools.utilities.idempotency.persistence.datarecord import (
STATUS_CONSTANTS,
DataRecord,
)
from aws_lambda_powertools.utilities.jmespath_utils import PowertoolsFunctions
if TYPE_CHECKING:
from aws_lambda_powertools.utilities.idempotency.config import IdempotencyConfig
logger = logging.getLogger(__name__)
class BasePersistenceLayer(ABC):
"""
Abstract Base Class for Idempotency persistence layer.
"""
def __init__(self):
"""Initialize the defaults"""
self.function_name = ""
self.configured = False
self.event_key_jmespath: str = ""
self.event_key_compiled_jmespath = None
self.jmespath_options: dict | None = None
self.payload_validation_enabled = False
self.validation_key_jmespath = None
self.raise_on_no_idempotency_key = False
self.expires_after_seconds: int = 60 * 60 # 1 hour default
self.use_local_cache = False
self.hash_function = hashlib.md5
def configure(
self,
config: IdempotencyConfig,
function_name: str | None = None,
key_prefix: str | None = None,
) -> None:
"""
Initialize the base persistence layer from the configuration settings
Parameters
----------
config: IdempotencyConfig
Idempotency configuration settings
function_name: str, Optional
The name of the function being decorated
key_prefix: str | Optional
Custom prefix for idempotency key: key_prefix#hash
"""
self.function_name = (
key_prefix or f"{os.getenv(constants.LAMBDA_FUNCTION_NAME_ENV, 'test-func')}.{function_name or ''}"
)
if self.configured:
# Prevent being reconfigured multiple times
return
self.configured = True
self.event_key_jmespath = config.event_key_jmespath
if config.event_key_jmespath:
self.event_key_compiled_jmespath = jmespath.compile(config.event_key_jmespath)
self.jmespath_options = config.jmespath_options or {"custom_functions": PowertoolsFunctions()}
if config.payload_validation_jmespath:
self.validation_key_jmespath = jmespath.compile(config.payload_validation_jmespath)
self.payload_validation_enabled = True
self.raise_on_no_idempotency_key = config.raise_on_no_idempotency_key
self.expires_after_seconds = config.expires_after_seconds
self.use_local_cache = config.use_local_cache
if self.use_local_cache:
self._cache = LRUDict(max_items=config.local_cache_max_items)
self.hash_function = getattr(hashlib, config.hash_function)
def _get_hashed_idempotency_key(self, data: dict[str, Any]) -> str | None:
"""
Extract idempotency key and return a hashed representation
Parameters
----------
data: dict[str, Any]
Incoming data
Returns
-------
str
Hashed representation of the data extracted by the jmespath expression
"""
if self.event_key_jmespath:
data = self.event_key_compiled_jmespath.search(data, options=jmespath.Options(**self.jmespath_options))
if self.is_missing_idempotency_key(data=data):
if self.raise_on_no_idempotency_key:
raise IdempotencyKeyError("No data found to create a hashed idempotency_key")
warnings.warn(
f"No idempotency key value found. Skipping persistence layer and validation operations. jmespath: {self.event_key_jmespath}", # noqa: E501
stacklevel=2,
)
return None
generated_hash = self._generate_hash(data=data)
return f"{self.function_name}#{generated_hash}"
@staticmethod
def is_missing_idempotency_key(data) -> bool:
if isinstance(data, (tuple, list, dict)):
return all(x is None for x in data)
elif isinstance(data, (int, float, bool)):
return False
return not data
def _get_hashed_payload(self, data: dict[str, Any]) -> str:
"""
Extract payload using validation key jmespath and return a hashed representation
Parameters
----------
data: dict[str, Any]
Payload
Returns
-------
str
Hashed representation of the data extracted by the jmespath expression
"""
if not self.payload_validation_enabled:
return ""
data = self.validation_key_jmespath.search(data)
return self._generate_hash(data=data)
def _generate_hash(self, data: Any) -> str:
"""
Generate a hash value from the provided data
Parameters
----------
data: Any
The data to hash
Returns
-------
str
Hashed representation of the provided data
"""
hashed_data = self.hash_function(json.dumps(data, cls=Encoder, sort_keys=True).encode())
return hashed_data.hexdigest()
def _validate_payload(
self,
data_payload: dict[str, Any] | DataRecord,
stored_data_record: DataRecord,
) -> None:
"""
Validate that the hashed payload matches data provided and stored data record
Parameters
----------
data_payload: dict[str, Any] | DataRecord
Payload
stored_data_record: DataRecord
DataRecord fetched from Dynamo or cache
Raises
----------
IdempotencyValidationError
Payload doesn't match the stored record for the given idempotency key
"""
if self.payload_validation_enabled:
if isinstance(data_payload, DataRecord):
data_hash = data_payload.payload_hash
else:
data_hash = self._get_hashed_payload(data=data_payload)
if stored_data_record.payload_hash != data_hash:
raise IdempotencyValidationError("Payload does not match stored record for this event key")
def _get_expiry_timestamp(self) -> int:
"""
Returns
-------
int
unix timestamp of expiry date for idempotency record
"""
now = datetime.datetime.now()
period = datetime.timedelta(seconds=self.expires_after_seconds)
return int((now + period).timestamp())
def _save_to_cache(self, data_record: DataRecord):
"""
Save data_record to local cache except when status is "INPROGRESS"
NOTE: We can't cache "INPROGRESS" records as we have no way to reflect updates that can happen outside of the
execution environment
Parameters
----------
data_record: DataRecord
DataRecord instance
Returns
-------
"""
if not self.use_local_cache:
return
if data_record.status == STATUS_CONSTANTS["INPROGRESS"]:
return
self._cache[data_record.idempotency_key] = data_record
def _retrieve_from_cache(self, idempotency_key: str):
if not self.use_local_cache:
return
cached_record = self._cache.get(key=idempotency_key)
if cached_record:
if not cached_record.is_expired:
return cached_record
logger.debug(f"Removing expired local cache record for idempotency key: {idempotency_key}")
self._delete_from_cache(idempotency_key=idempotency_key)
def _delete_from_cache(self, idempotency_key: str):
if not self.use_local_cache:
return
if idempotency_key in self._cache:
del self._cache[idempotency_key]
def save_success(self, data: dict[str, Any], result: dict) -> None:
"""
Save record of function's execution completing successfully
Parameters
----------
data: dict[str, Any]
Payload
result: dict
The response from function
"""
idempotency_key = self._get_hashed_idempotency_key(data=data)
if idempotency_key is None:
# If the idempotency key is None, no data will be saved in the Persistence Layer.
# See: https://github.com/aws-powertools/powertools-lambda-python/issues/2465
return None
response_data = json.dumps(result, cls=Encoder, sort_keys=True)
data_record = DataRecord(
idempotency_key=idempotency_key,
status=STATUS_CONSTANTS["COMPLETED"],
expiry_timestamp=self._get_expiry_timestamp(),
response_data=response_data,
payload_hash=self._get_hashed_payload(data=data),
)
logger.debug(
f"Function successfully executed. Saving record to persistence store with "
f"idempotency key: {data_record.idempotency_key}",
)
self._update_record(data_record=data_record)
self._save_to_cache(data_record=data_record)
def save_inprogress(self, data: dict[str, Any], remaining_time_in_millis: int | None = None) -> None:
"""
Save record of function's execution being in progress
Parameters
----------
data: dict[str, Any]
Payload
remaining_time_in_millis: int | None
If expiry of in-progress invocations is enabled, this will contain the remaining time available in millis
"""
idempotency_key = self._get_hashed_idempotency_key(data=data)
if idempotency_key is None:
# If the idempotency key is None, no data will be saved in the Persistence Layer.
# See: https://github.com/aws-powertools/powertools-lambda-python/issues/2465
return None
data_record = DataRecord(
idempotency_key=idempotency_key,
status=STATUS_CONSTANTS["INPROGRESS"],
expiry_timestamp=self._get_expiry_timestamp(),
payload_hash=self._get_hashed_payload(data=data),
)
# When Lambda kills the container after timeout, the remaining_time_in_millis is 0, which is considered False.
# Therefore, we need to check if remaining_time_in_millis is not None (>=0) to handle this case.
# See: https://github.com/aws-powertools/powertools-lambda-python/issues/4759
if remaining_time_in_millis is not None:
now = datetime.datetime.now()
period = datetime.timedelta(milliseconds=remaining_time_in_millis)
timestamp = (now + period).timestamp()
data_record.in_progress_expiry_timestamp = int(timestamp * 1000)
else:
warnings.warn(
"Couldn't determine the remaining time left. "
"Did you call register_lambda_context on IdempotencyConfig?",
stacklevel=2,
)
logger.debug(f"Saving in progress record for idempotency key: {data_record.idempotency_key}")
if self._retrieve_from_cache(idempotency_key=data_record.idempotency_key):
raise IdempotencyItemAlreadyExistsError
self._put_record(data_record=data_record)
def delete_record(self, data: dict[str, Any], exception: Exception):
"""
Delete record from the persistence store
Parameters
----------
data: dict[str, Any]
Payload
exception
The exception raised by the function
"""
idempotency_key = self._get_hashed_idempotency_key(data=data)
if idempotency_key is None:
# If the idempotency key is None, no data will be saved in the Persistence Layer.
# See: https://github.com/aws-powertools/powertools-lambda-python/issues/2465
return None
data_record = DataRecord(idempotency_key=idempotency_key)
logger.debug(
f"Function raised an exception ({type(exception).__name__}). Clearing in progress record in persistence "
f"store for idempotency key: {data_record.idempotency_key}",
)
self._delete_record(data_record=data_record)
self._delete_from_cache(idempotency_key=data_record.idempotency_key)
def get_record(self, data: dict[str, Any]) -> DataRecord | None:
"""
Retrieve idempotency key for data provided, fetch from persistence store, and convert to DataRecord.
Parameters
----------
data: dict[str, Any]
Payload
Returns
-------
DataRecord
DataRecord representation of existing record found in persistence store
Raises
------
IdempotencyItemNotFoundError
Exception raised if no record exists in persistence store with the idempotency key
IdempotencyValidationError
Payload doesn't match the stored record for the given idempotency key
"""
idempotency_key = self._get_hashed_idempotency_key(data=data)
if idempotency_key is None:
# If the idempotency key is None, no data will be saved in the Persistence Layer.
# See: https://github.com/aws-powertools/powertools-lambda-python/issues/2465
return None
cached_record = self._retrieve_from_cache(idempotency_key=idempotency_key)
if cached_record:
logger.debug(f"Idempotency record found in cache with idempotency key: {idempotency_key}")
self._validate_payload(data_payload=data, stored_data_record=cached_record)
return cached_record
record = self._get_record(idempotency_key=idempotency_key)
self._validate_payload(data_payload=data, stored_data_record=record)
self._save_to_cache(data_record=record)
return record
@abstractmethod
def _get_record(self, idempotency_key) -> DataRecord:
"""
Retrieve item from persistence store using idempotency key and return it as a DataRecord instance.
Parameters
----------
idempotency_key
Returns
-------
DataRecord
DataRecord representation of existing record found in persistence store
Raises
------
IdempotencyItemNotFoundError
Exception raised if no record exists in persistence store with the idempotency key
"""
raise NotImplementedError
@abstractmethod
def _put_record(self, data_record: DataRecord) -> None:
"""
Add a DataRecord to persistence store if it does not already exist with that key. Raise ItemAlreadyExists
if a non-expired entry already exists.
Parameters
----------
data_record: DataRecord
DataRecord instance
"""
raise NotImplementedError
@abstractmethod
def _update_record(self, data_record: DataRecord) -> None:
"""
Update item in persistence store
Parameters
----------
data_record: DataRecord
DataRecord instance
"""
raise NotImplementedError
@abstractmethod
def _delete_record(self, data_record: DataRecord) -> None:
"""
Remove item from persistence store
Parameters
----------
data_record: DataRecord
DataRecord instance
"""
raise NotImplementedError