From 0941771e08294959d4e327154e82f593596cae12 Mon Sep 17 00:00:00 2001 From: h4x0r Date: Tue, 15 Nov 2022 19:05:43 -0500 Subject: [PATCH 01/16] feat: implement AsyncBatchProcessor feat: implement async_lambda_handler decorator --- aws_lambda_powertools/asynchrony/__init__.py | 13 ++ aws_lambda_powertools/asynchrony/base.py | 8 + .../utilities/batch/__init__.py | 8 + aws_lambda_powertools/utilities/batch/base.py | 166 ++++++++++++++---- tests/functional/test_utilities_batch.py | 117 ++++++++++-- 5 files changed, 264 insertions(+), 48 deletions(-) create mode 100644 aws_lambda_powertools/asynchrony/__init__.py create mode 100644 aws_lambda_powertools/asynchrony/base.py diff --git a/aws_lambda_powertools/asynchrony/__init__.py b/aws_lambda_powertools/asynchrony/__init__.py new file mode 100644 index 00000000000..9bce2de1209 --- /dev/null +++ b/aws_lambda_powertools/asynchrony/__init__.py @@ -0,0 +1,13 @@ +# -*- coding: utf-8 -*- + +""" +Asynchrony utility +""" + +from aws_lambda_powertools.asynchrony.base import ( + async_lambda_handler, +) + +__all__ = ( + "async_lambda_handler", +) diff --git a/aws_lambda_powertools/asynchrony/base.py b/aws_lambda_powertools/asynchrony/base.py new file mode 100644 index 00000000000..46f1150a9ae --- /dev/null +++ b/aws_lambda_powertools/asynchrony/base.py @@ -0,0 +1,8 @@ +import asyncio + +from aws_lambda_powertools.middleware_factory import lambda_handler_decorator + + +@lambda_handler_decorator +def async_lambda_handler(handler, event, context): + return asyncio.run(handler(event, context)) diff --git a/aws_lambda_powertools/utilities/batch/__init__.py b/aws_lambda_powertools/utilities/batch/__init__.py index 08c35560b3f..88da2ed4911 100644 --- a/aws_lambda_powertools/utilities/batch/__init__.py +++ b/aws_lambda_powertools/utilities/batch/__init__.py @@ -6,20 +6,28 @@ from aws_lambda_powertools.utilities.batch.base import ( BasePartialProcessor, + SyncBasePartialProcessor, + AsyncBasePartialProcessor, BatchProcessor, + AsyncBatchProcessor, EventType, FailureResponse, SuccessResponse, batch_processor, + async_batch_processor, ) from aws_lambda_powertools.utilities.batch.exceptions import ExceptionInfo __all__ = ( "BatchProcessor", + "AsyncBatchProcessor", + "SyncBasePartialProcessor", + "AsyncBasePartialProcessor", "BasePartialProcessor", "ExceptionInfo", "EventType", "FailureResponse", "SuccessResponse", "batch_processor", + "async_batch_processor", ) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 4f9c4ca8780..9338626aece 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -3,6 +3,7 @@ """ Batch processing utilities """ +import asyncio import copy import inspect import logging @@ -87,19 +88,6 @@ def _clean(self): """ raise NotImplementedError() - @abstractmethod - def _process_record(self, record: dict): - """ - Process record with handler. - """ - raise NotImplementedError() - - def process(self) -> List[Tuple]: - """ - Call instance's handler for each record. - """ - return [self._process_record(record) for record in self.records] - def __enter__(self): self._prepare() return self @@ -191,9 +179,39 @@ def failure_handler(self, record, exception: ExceptionInfo) -> FailureResponse: return entry +class SyncBasePartialProcessor(BasePartialProcessor): + @abstractmethod + def _process_record(self, record: dict): + """ + Process record with handler. + """ + raise NotImplementedError() + + def process(self) -> List[Tuple]: + """ + Call instance's handler for each record. + """ + return [self._process_record(record) for record in self.records] + + +class AsyncBasePartialProcessor(BasePartialProcessor): + @abstractmethod + async def _async_process_record(self, record: dict): + """ + Process record with handler. + """ + raise NotImplementedError() + + async def async_process(self) -> List[Tuple]: + """ + Call instance's handler for each record. + """ + return list(await asyncio.gather(*[self._async_process_record(record) for record in self.records])) + + @lambda_handler_decorator def batch_processor( - handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: BasePartialProcessor + handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: SyncBasePartialProcessor ): """ Middleware to handle batch event processing @@ -237,7 +255,58 @@ def batch_processor( return handler(event, context) -class BatchProcessor(BasePartialProcessor): +@lambda_handler_decorator +def async_batch_processor( + handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: AsyncBasePartialProcessor +): + """ + Middleware to handle batch event processing + + Parameters + ---------- + handler: Callable + Lambda's handler + event: Dict + Lambda's Event + context: LambdaContext + Lambda's Context + record_handler: Callable + Callable to process each record from the batch + processor: BasePartialProcessor + Batch Processor to handle partial failure cases + + Examples + -------- + **Processes Lambda's event with a BasePartialProcessor** + + >>> from aws_lambda_powertools.asynchrony import async_lambda_handler + >>> from aws_lambda_powertools.utilities.batch import async_batch_processor, AsyncBatchProcessor + >>> + >>> async def async_record_handler(record): + >>> payload: str = record.body + >>> return payload + >>> + >>> processor = AsyncBatchProcessor(event_type=EventType.SQS) + >>> + >>> @async_lambda_handler + >>> @async_batch_processor(record_handler=async_record_handler, processor=processor) + >>> async def lambda_handler(event, context: LambdaContext): + >>> return processor.response() + + Limitations + ----------- + * Async batch processors + + """ + records = event["Records"] + + with processor(records, record_handler, lambda_context=context): + await processor.async_process() + + return await handler(event, context) + + +class BaseBatchProcessorMixin(BasePartialProcessor): """Process native partial responses from SQS, Kinesis Data Streams, and DynamoDB. @@ -392,26 +461,6 @@ def _prepare(self): self.exceptions.clear() self.batch_response = copy.deepcopy(self.DEFAULT_RESPONSE) - def _process_record(self, record: dict) -> Union[SuccessResponse, FailureResponse]: - """ - Process a record with instance's handler - - Parameters - ---------- - record: dict - A batch record to be processed. - """ - data = self._to_batch_type(record=record, event_type=self.event_type, model=self.model) - try: - if self._handler_accepts_lambda_context: - result = self.handler(record=data, lambda_context=self.lambda_context) - else: - result = self.handler(record=data) - - return self.success_handler(record=record, result=result) - except Exception: - return self.failure_handler(record=data, exception=sys.exc_info()) - def _clean(self): """ Report messages to be deleted in case of partial failure. @@ -423,7 +472,7 @@ def _clean(self): if self._entire_batch_failed(): raise BatchProcessingError( msg=f"All records failed processing. {len(self.exceptions)} individual errors logged " - f"separately below.", + f"separately below.", child_exceptions=self.exceptions, ) @@ -481,3 +530,48 @@ def _to_batch_type(self, record: dict, event_type: EventType, model: Optional["B if model is not None: return model.parse_obj(record) return self._DATA_CLASS_MAPPING[event_type](record) + + +class BatchProcessor(BaseBatchProcessorMixin, SyncBasePartialProcessor): # Keep old name for compatibility + def _process_record(self, record: dict) -> Union[SuccessResponse, FailureResponse]: + """ + Process a record with instance's handler + + Parameters + ---------- + record: dict + A batch record to be processed. + """ + data = self._to_batch_type(record=record, event_type=self.event_type, model=self.model) + try: + if self._handler_accepts_lambda_context: + result = self.handler(record=data, lambda_context=self.lambda_context) + else: + result = self.handler(record=data) + + return self.success_handler(record=record, result=result) + except Exception: + return self.failure_handler(record=data, exception=sys.exc_info()) + + +class AsyncBatchProcessor(BaseBatchProcessorMixin, AsyncBasePartialProcessor): + + async def _async_process_record(self, record: dict) -> Union[SuccessResponse, FailureResponse]: + """ + Process a record with instance's handler + + Parameters + ---------- + record: dict + A batch record to be processed. + """ + data = self._to_batch_type(record=record, event_type=self.event_type, model=self.model) + try: + if self._handler_accepts_lambda_context: + result = await self.handler(record=data, lambda_context=self.lambda_context) + else: + result = await self.handler(record=data) + + return self.success_handler(record=record, result=result) + except Exception: + return self.failure_handler(record=data, exception=sys.exc_info()) diff --git a/tests/functional/test_utilities_batch.py b/tests/functional/test_utilities_batch.py index 1d50de9e85e..1c6c5914068 100644 --- a/tests/functional/test_utilities_batch.py +++ b/tests/functional/test_utilities_batch.py @@ -1,14 +1,19 @@ +import asyncio import json from random import randint from typing import Callable, Dict, Optional import pytest from botocore.config import Config +from tests.functional.utils import b64_to_str, str_to_b64 +from aws_lambda_powertools.asynchrony import async_lambda_handler from aws_lambda_powertools.utilities.batch import ( BatchProcessor, EventType, batch_processor, + AsyncBatchProcessor, + async_batch_processor, ) from aws_lambda_powertools.utilities.batch.exceptions import BatchProcessingError from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import ( @@ -19,19 +24,9 @@ ) from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord from aws_lambda_powertools.utilities.parser import BaseModel, validator -from aws_lambda_powertools.utilities.parser.models import ( - DynamoDBStreamChangedRecordModel, - DynamoDBStreamRecordModel, -) -from aws_lambda_powertools.utilities.parser.models import ( - KinesisDataStreamRecord as KinesisDataStreamRecordModel, -) -from aws_lambda_powertools.utilities.parser.models import ( - KinesisDataStreamRecordPayload, - SqsRecordModel, -) +from aws_lambda_powertools.utilities.parser.models import DynamoDBStreamChangedRecordModel, DynamoDBStreamRecordModel, KinesisDataStreamRecord as KinesisDataStreamRecordModel, \ + KinesisDataStreamRecordPayload, SqsRecordModel from aws_lambda_powertools.utilities.parser.types import Literal -from tests.functional.utils import b64_to_str, str_to_b64 @pytest.fixture(scope="module") @@ -115,6 +110,17 @@ def handler(record): return handler +@pytest.fixture(scope="module") +def async_record_handler() -> Callable: + async def handler(record): + body = record["body"] + if "fail" in body: + raise Exception("Failed to process record.") + return body + + return handler + + @pytest.fixture(scope="module") def kinesis_record_handler() -> Callable: def handler(record: KinesisStreamRecord): @@ -639,3 +645,90 @@ def lambda_handler(event, context): # THEN raise BatchProcessingError assert "All records failed processing. " in str(e.value) + + +def test_async_batch_processor_middleware_success_only(sqs_event_factory, async_record_handler): + # GIVEN + first_record = SQSRecord(sqs_event_factory("success")) + second_record = SQSRecord(sqs_event_factory("success")) + event = {"Records": [first_record.raw_event, second_record.raw_event]} + + processor = AsyncBatchProcessor(event_type=EventType.SQS) + + @async_lambda_handler + @async_batch_processor(record_handler=async_record_handler, processor=processor) + async def lambda_handler(event, context): + return processor.response() + + # WHEN + result = lambda_handler(event, {}) + + # THEN + assert result["batchItemFailures"] == [] + + +def test_async_batch_processor_middleware_with_failure(sqs_event_factory, async_record_handler): + # GIVEN + first_record = SQSRecord(sqs_event_factory("fail")) + second_record = SQSRecord(sqs_event_factory("success")) + third_record = SQSRecord(sqs_event_factory("fail")) + event = {"Records": [first_record.raw_event, second_record.raw_event, third_record.raw_event]} + + processor = AsyncBatchProcessor(event_type=EventType.SQS) + + @async_lambda_handler + @async_batch_processor(record_handler=async_record_handler, processor=processor) + def lambda_handler(event, context): + return processor.response() + + # WHEN + result = lambda_handler(event, {}) + + # THEN + assert len(result["batchItemFailures"]) == 2 + + +def test_async_batch_processor_context_success_only(sqs_event_factory, async_record_handler): + # GIVEN + first_record = SQSRecord(sqs_event_factory("success")) + second_record = SQSRecord(sqs_event_factory("success")) + records = [first_record.raw_event, second_record.raw_event] + processor = BatchProcessor(event_type=EventType.SQS) + + # WHEN + async def process_messages(): + with processor(records, async_record_handler) as _batch: + return _batch, await batch.async_process() + + batch, processed_messages = asyncio.run(process_messages()) + + # THEN + assert processed_messages == [ + ("success", first_record.body, first_record.raw_event), + ("success", second_record.body, second_record.raw_event), + ] + + assert batch.response() == {"batchItemFailures": []} + + +def test_async_batch_processor_context_with_failure(sqs_event_factory, async_record_handler): + # GIVEN + first_record = SQSRecord(sqs_event_factory("failure")) + second_record = SQSRecord(sqs_event_factory("success")) + third_record = SQSRecord(sqs_event_factory("fail")) + records = [first_record.raw_event, second_record.raw_event, third_record.raw_event] + processor = BatchProcessor(event_type=EventType.SQS) + + # WHEN + async def process_messages(): + with processor(records, async_record_handler) as _batch: + return _batch, await batch.async_process() + + batch, processed_messages = asyncio.run(process_messages()) + + # THEN + assert processed_messages[1] == ("success", second_record.body, second_record.raw_event) + assert len(batch.fail_messages) == 2 + assert batch.response() == { + "batchItemFailures": [{"itemIdentifier": first_record.message_id}, {"itemIdentifier": third_record.message_id}] + } From f38cc9f979de426442ef33265fc1260fe49d37ce Mon Sep 17 00:00:00 2001 From: h4x0r Date: Tue, 15 Nov 2022 21:54:35 -0500 Subject: [PATCH 02/16] fix: missed async def --- aws_lambda_powertools/utilities/batch/base.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 9338626aece..753ef7df725 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -256,7 +256,7 @@ def batch_processor( @lambda_handler_decorator -def async_batch_processor( +async def async_batch_processor( handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: AsyncBasePartialProcessor ): """ From c5fb4b6360308950e505a7f529498151ea8cc6de Mon Sep 17 00:00:00 2001 From: h4x0r Date: Tue, 15 Nov 2022 22:11:20 -0500 Subject: [PATCH 03/16] fix(tests): typos --- tests/functional/test_utilities_batch.py | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/tests/functional/test_utilities_batch.py b/tests/functional/test_utilities_batch.py index 1c6c5914068..dec5ddd13b5 100644 --- a/tests/functional/test_utilities_batch.py +++ b/tests/functional/test_utilities_batch.py @@ -678,7 +678,7 @@ def test_async_batch_processor_middleware_with_failure(sqs_event_factory, async_ @async_lambda_handler @async_batch_processor(record_handler=async_record_handler, processor=processor) - def lambda_handler(event, context): + async def lambda_handler(event, context): return processor.response() # WHEN @@ -693,14 +693,14 @@ def test_async_batch_processor_context_success_only(sqs_event_factory, async_rec first_record = SQSRecord(sqs_event_factory("success")) second_record = SQSRecord(sqs_event_factory("success")) records = [first_record.raw_event, second_record.raw_event] - processor = BatchProcessor(event_type=EventType.SQS) + processor = AsyncBatchProcessor(event_type=EventType.SQS) # WHEN - async def process_messages(): - with processor(records, async_record_handler) as _batch: - return _batch, await batch.async_process() + with processor(records, async_record_handler) as batch: + async def process_messages(): + return await batch.async_process() - batch, processed_messages = asyncio.run(process_messages()) + processed_messages = asyncio.run(process_messages()) # THEN assert processed_messages == [ @@ -717,14 +717,14 @@ def test_async_batch_processor_context_with_failure(sqs_event_factory, async_rec second_record = SQSRecord(sqs_event_factory("success")) third_record = SQSRecord(sqs_event_factory("fail")) records = [first_record.raw_event, second_record.raw_event, third_record.raw_event] - processor = BatchProcessor(event_type=EventType.SQS) + processor = AsyncBatchProcessor(event_type=EventType.SQS) # WHEN - async def process_messages(): - with processor(records, async_record_handler) as _batch: - return _batch, await batch.async_process() + with processor(records, async_record_handler) as batch: + async def process_messages(): + return await batch.async_process() - batch, processed_messages = asyncio.run(process_messages()) + processed_messages = asyncio.run(process_messages()) # THEN assert processed_messages[1] == ("success", second_record.body, second_record.raw_event) From 2a83c21e6c473a492e43cfe8a9b0fec47b05644c Mon Sep 17 00:00:00 2001 From: h4x0r Date: Tue, 15 Nov 2022 22:14:34 -0500 Subject: [PATCH 04/16] refactor(tests): restore imports order --- tests/functional/test_utilities_batch.py | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/tests/functional/test_utilities_batch.py b/tests/functional/test_utilities_batch.py index dec5ddd13b5..8471cab1389 100644 --- a/tests/functional/test_utilities_batch.py +++ b/tests/functional/test_utilities_batch.py @@ -5,14 +5,13 @@ import pytest from botocore.config import Config -from tests.functional.utils import b64_to_str, str_to_b64 from aws_lambda_powertools.asynchrony import async_lambda_handler from aws_lambda_powertools.utilities.batch import ( BatchProcessor, + AsyncBatchProcessor, EventType, batch_processor, - AsyncBatchProcessor, async_batch_processor, ) from aws_lambda_powertools.utilities.batch.exceptions import BatchProcessingError @@ -24,9 +23,19 @@ ) from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord from aws_lambda_powertools.utilities.parser import BaseModel, validator -from aws_lambda_powertools.utilities.parser.models import DynamoDBStreamChangedRecordModel, DynamoDBStreamRecordModel, KinesisDataStreamRecord as KinesisDataStreamRecordModel, \ - KinesisDataStreamRecordPayload, SqsRecordModel +from aws_lambda_powertools.utilities.parser.models import ( + DynamoDBStreamChangedRecordModel, + DynamoDBStreamRecordModel, +) +from aws_lambda_powertools.utilities.parser.models import ( + KinesisDataStreamRecord as KinesisDataStreamRecordModel, +) +from aws_lambda_powertools.utilities.parser.models import ( + KinesisDataStreamRecordPayload, + SqsRecordModel, +) from aws_lambda_powertools.utilities.parser.types import Literal +from tests.functional.utils import b64_to_str, str_to_b64 @pytest.fixture(scope="module") From 4d6c0f3de8b383fac732e2a1fde44e1ec4fbeb72 Mon Sep 17 00:00:00 2001 From: h4x0r Date: Tue, 15 Nov 2022 22:32:59 -0500 Subject: [PATCH 05/16] docs(examples): add async and batch processor examples --- .../src/getting_started_async_handler.py | 10 ++++++++ .../getting_started_async_batch_processor.py | 23 +++++++++++++++++++ .../src/getting_started_batch_processor.py | 21 +++++++++++++++++ 3 files changed, 54 insertions(+) create mode 100644 examples/async_handler/src/getting_started_async_handler.py create mode 100644 examples/batch_processing/src/getting_started_async_batch_processor.py create mode 100644 examples/batch_processing/src/getting_started_batch_processor.py diff --git a/examples/async_handler/src/getting_started_async_handler.py b/examples/async_handler/src/getting_started_async_handler.py new file mode 100644 index 00000000000..d3e45446abc --- /dev/null +++ b/examples/async_handler/src/getting_started_async_handler.py @@ -0,0 +1,10 @@ +import asyncio + +from aws_lambda_powertools.asynchrony import async_lambda_handler +from aws_lambda_powertools.utilities.typing import LambdaContext + + +@async_lambda_handler +async def lambda_handler(event, context: LambdaContext): + await asyncio.sleep(1) + return 'awaited for 1 second' diff --git a/examples/batch_processing/src/getting_started_async_batch_processor.py b/examples/batch_processing/src/getting_started_async_batch_processor.py new file mode 100644 index 00000000000..76fbbdfe0f6 --- /dev/null +++ b/examples/batch_processing/src/getting_started_async_batch_processor.py @@ -0,0 +1,23 @@ +from aws_lambda_powertools.asynchrony import async_lambda_handler +from aws_lambda_powertools.utilities.batch import async_batch_processor, EventType, AsyncBatchProcessor +from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord +from aws_lambda_powertools.utilities.typing import LambdaContext + + +async def async_record_handler(record: SQSRecord): + """ + Process here each record + """ + payload: str = record.body + if not payload: + raise ValueError + # code code code + + +processor = AsyncBatchProcessor(event_type=EventType.SQS) + + +@async_lambda_handler +@async_batch_processor(record_handler=async_record_handler, processor=processor) +async def lambda_handler(event, context: LambdaContext): + return processor.response() diff --git a/examples/batch_processing/src/getting_started_batch_processor.py b/examples/batch_processing/src/getting_started_batch_processor.py new file mode 100644 index 00000000000..1a471071e81 --- /dev/null +++ b/examples/batch_processing/src/getting_started_batch_processor.py @@ -0,0 +1,21 @@ +from aws_lambda_powertools.utilities.batch import EventType, batch_processor, BatchProcessor +from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord +from aws_lambda_powertools.utilities.typing import LambdaContext + + +def record_handler(record: SQSRecord): + """ + Process here each record + """ + payload: str = record.body + if not payload: + raise ValueError + # code code code + + +processor = BatchProcessor(event_type=EventType.SQS) + + +@batch_processor(record_handler=record_handler, processor=processor) +def lambda_handler(event, context: LambdaContext): + return processor.response() From 6cce74918af6adb85d2fa5e38a72d1c2d46e7274 Mon Sep 17 00:00:00 2001 From: h4x0r Date: Wed, 23 Nov 2022 18:09:01 -0500 Subject: [PATCH 06/16] refactor: make single inheritance fix: remove async_lambda_handler --- aws_lambda_powertools/asynchrony/__init__.py | 13 - aws_lambda_powertools/asynchrony/base.py | 8 - .../utilities/batch/__init__.py | 6 +- aws_lambda_powertools/utilities/batch/base.py | 264 +++++++++--------- .../src/getting_started_async_handler.py | 10 - .../getting_started_async_batch_processor.py | 2 - tests/functional/test_utilities_batch.py | 22 +- 7 files changed, 141 insertions(+), 184 deletions(-) delete mode 100644 aws_lambda_powertools/asynchrony/__init__.py delete mode 100644 aws_lambda_powertools/asynchrony/base.py delete mode 100644 examples/async_handler/src/getting_started_async_handler.py diff --git a/aws_lambda_powertools/asynchrony/__init__.py b/aws_lambda_powertools/asynchrony/__init__.py deleted file mode 100644 index 9bce2de1209..00000000000 --- a/aws_lambda_powertools/asynchrony/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# -*- coding: utf-8 -*- - -""" -Asynchrony utility -""" - -from aws_lambda_powertools.asynchrony.base import ( - async_lambda_handler, -) - -__all__ = ( - "async_lambda_handler", -) diff --git a/aws_lambda_powertools/asynchrony/base.py b/aws_lambda_powertools/asynchrony/base.py deleted file mode 100644 index 46f1150a9ae..00000000000 --- a/aws_lambda_powertools/asynchrony/base.py +++ /dev/null @@ -1,8 +0,0 @@ -import asyncio - -from aws_lambda_powertools.middleware_factory import lambda_handler_decorator - - -@lambda_handler_decorator -def async_lambda_handler(handler, event, context): - return asyncio.run(handler(event, context)) diff --git a/aws_lambda_powertools/utilities/batch/__init__.py b/aws_lambda_powertools/utilities/batch/__init__.py index 88da2ed4911..4906900c0d8 100644 --- a/aws_lambda_powertools/utilities/batch/__init__.py +++ b/aws_lambda_powertools/utilities/batch/__init__.py @@ -6,8 +6,7 @@ from aws_lambda_powertools.utilities.batch.base import ( BasePartialProcessor, - SyncBasePartialProcessor, - AsyncBasePartialProcessor, + BasePartialBatchProcessor, BatchProcessor, AsyncBatchProcessor, EventType, @@ -21,9 +20,8 @@ __all__ = ( "BatchProcessor", "AsyncBatchProcessor", - "SyncBasePartialProcessor", - "AsyncBasePartialProcessor", "BasePartialProcessor", + "BasePartialBatchProcessor", "ExceptionInfo", "EventType", "FailureResponse", diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 753ef7df725..4bb43040682 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -10,7 +10,7 @@ import sys from abc import ABC, abstractmethod from enum import Enum -from typing import Any, Callable, Dict, List, Optional, Tuple, Type, Union, overload +from typing import Any, Callable, Dict, List, Optional, Tuple, Type, Union, overload, Awaitable from aws_lambda_powertools.middleware_factory import lambda_handler_decorator from aws_lambda_powertools.utilities.batch.exceptions import ( @@ -88,6 +88,39 @@ def _clean(self): """ raise NotImplementedError() + @abstractmethod + def _process_record(self, record: dict): + """ + Process record with handler. + """ + raise NotImplementedError() + + def process(self) -> List[Tuple]: + """ + Call instance's handler for each record. + """ + return [self._process_record(record) for record in self.records] + + @abstractmethod + async def _async_process_record(self, record: dict): + """ + Async process record with handler. + """ + raise NotImplementedError() + + def async_process(self) -> List[Tuple]: + """ + Async call instance's handler for each record. + """ + + async def async_process(): + return list(await asyncio.gather(*[self._async_process_record(record) for record in self.records])) + + # WARNING: Do not use "asyncio.run(async_process())", there are cases in which for some reason the main + # loop closes while using, causing the error "Event Loop is closed" + loop = asyncio.get_event_loop() + return loop.run_until_complete(async_process()) + def __enter__(self): self._prepare() return self @@ -179,134 +212,7 @@ def failure_handler(self, record, exception: ExceptionInfo) -> FailureResponse: return entry -class SyncBasePartialProcessor(BasePartialProcessor): - @abstractmethod - def _process_record(self, record: dict): - """ - Process record with handler. - """ - raise NotImplementedError() - - def process(self) -> List[Tuple]: - """ - Call instance's handler for each record. - """ - return [self._process_record(record) for record in self.records] - - -class AsyncBasePartialProcessor(BasePartialProcessor): - @abstractmethod - async def _async_process_record(self, record: dict): - """ - Process record with handler. - """ - raise NotImplementedError() - - async def async_process(self) -> List[Tuple]: - """ - Call instance's handler for each record. - """ - return list(await asyncio.gather(*[self._async_process_record(record) for record in self.records])) - - -@lambda_handler_decorator -def batch_processor( - handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: SyncBasePartialProcessor -): - """ - Middleware to handle batch event processing - - Parameters - ---------- - handler: Callable - Lambda's handler - event: Dict - Lambda's Event - context: LambdaContext - Lambda's Context - record_handler: Callable - Callable to process each record from the batch - processor: BasePartialProcessor - Batch Processor to handle partial failure cases - - Examples - -------- - **Processes Lambda's event with a BasePartialProcessor** - - >>> from aws_lambda_powertools.utilities.batch import batch_processor, BatchProcessor - >>> - >>> def record_handler(record): - >>> return record["body"] - >>> - >>> @batch_processor(record_handler=record_handler, processor=BatchProcessor()) - >>> def handler(event, context): - >>> return {"StatusCode": 200} - - Limitations - ----------- - * Async batch processors - - """ - records = event["Records"] - - with processor(records, record_handler, lambda_context=context): - processor.process() - - return handler(event, context) - - -@lambda_handler_decorator -async def async_batch_processor( - handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: AsyncBasePartialProcessor -): - """ - Middleware to handle batch event processing - - Parameters - ---------- - handler: Callable - Lambda's handler - event: Dict - Lambda's Event - context: LambdaContext - Lambda's Context - record_handler: Callable - Callable to process each record from the batch - processor: BasePartialProcessor - Batch Processor to handle partial failure cases - - Examples - -------- - **Processes Lambda's event with a BasePartialProcessor** - - >>> from aws_lambda_powertools.asynchrony import async_lambda_handler - >>> from aws_lambda_powertools.utilities.batch import async_batch_processor, AsyncBatchProcessor - >>> - >>> async def async_record_handler(record): - >>> payload: str = record.body - >>> return payload - >>> - >>> processor = AsyncBatchProcessor(event_type=EventType.SQS) - >>> - >>> @async_lambda_handler - >>> @async_batch_processor(record_handler=async_record_handler, processor=processor) - >>> async def lambda_handler(event, context: LambdaContext): - >>> return processor.response() - - Limitations - ----------- - * Async batch processors - - """ - records = event["Records"] - - with processor(records, record_handler, lambda_context=context): - await processor.async_process() - - return await handler(event, context) - - -class BaseBatchProcessorMixin(BasePartialProcessor): +class BasePartialBatchProcessor(BasePartialProcessor): # noqa """Process native partial responses from SQS, Kinesis Data Streams, and DynamoDB. @@ -532,7 +438,10 @@ def _to_batch_type(self, record: dict, event_type: EventType, model: Optional["B return self._DATA_CLASS_MAPPING[event_type](record) -class BatchProcessor(BaseBatchProcessorMixin, SyncBasePartialProcessor): # Keep old name for compatibility +class BatchProcessor(BasePartialBatchProcessor): # Keep old name for compatibility + async def _async_process_record(self, record: dict): + raise NotImplementedError() + def _process_record(self, record: dict) -> Union[SuccessResponse, FailureResponse]: """ Process a record with instance's handler @@ -554,7 +463,55 @@ def _process_record(self, record: dict) -> Union[SuccessResponse, FailureRespons return self.failure_handler(record=data, exception=sys.exc_info()) -class AsyncBatchProcessor(BaseBatchProcessorMixin, AsyncBasePartialProcessor): +@lambda_handler_decorator +def batch_processor( + handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: BatchProcessor +): + """ + Middleware to handle batch event processing + + Parameters + ---------- + handler: Callable + Lambda's handler + event: Dict + Lambda's Event + context: LambdaContext + Lambda's Context + record_handler: Callable + Callable or corutine to process each record from the batch + processor: BatchProcessor + Batch Processor to handle partial failure cases + + Examples + -------- + **Processes Lambda's event with a BasePartialProcessor** + + >>> from aws_lambda_powertools.utilities.batch import batch_processor, BatchProcessor + >>> + >>> def record_handler(record): + >>> return record["body"] + >>> + >>> @batch_processor(record_handler=record_handler, processor=BatchProcessor()) + >>> def handler(event, context): + >>> return {"StatusCode": 200} + + Limitations + ----------- + * Async batch processors. Use `async_batch_processor` instead. + """ + records = event["Records"] + + with processor(records, record_handler, lambda_context=context): + processor.process() + + return handler(event, context) + + +class AsyncBatchProcessor(BasePartialBatchProcessor): + + def _process_record(self, record: dict): + raise NotImplementedError() async def _async_process_record(self, record: dict) -> Union[SuccessResponse, FailureResponse]: """ @@ -575,3 +532,48 @@ async def _async_process_record(self, record: dict) -> Union[SuccessResponse, Fa return self.success_handler(record=record, result=result) except Exception: return self.failure_handler(record=data, exception=sys.exc_info()) + + +@lambda_handler_decorator +def async_batch_processor( + handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable[..., Awaitable[Any]], processor: AsyncBatchProcessor +): + """ + Middleware to handle batch event processing + Parameters + ---------- + handler: Callable + Lambda's handler + event: Dict + Lambda's Event + context: LambdaContext + Lambda's Context + record_handler: Callable[..., Awaitable[Any]] + Callable to process each record from the batch + processor: AsyncBatchProcessor + Batch Processor to handle partial failure cases + Examples + -------- + **Processes Lambda's event with a BasePartialProcessor** + >>> from aws_lambda_powertools.utilities.batch import async_batch_processor, AsyncBatchProcessor + >>> + >>> async def async_record_handler(record): + >>> payload: str = record.body + >>> return payload + >>> + >>> processor = AsyncBatchProcessor(event_type=EventType.SQS) + >>> + >>> @async_batch_processor(record_handler=async_record_handler, processor=processor) + >>> async def lambda_handler(event, context: LambdaContext): + >>> return processor.response() + + Limitations + ----------- + * Sync batch processors. Use `batch_processor` instead. + """ + records = event["Records"] + + with processor(records, record_handler, lambda_context=context): + processor.async_process() + + return handler(event, context) diff --git a/examples/async_handler/src/getting_started_async_handler.py b/examples/async_handler/src/getting_started_async_handler.py deleted file mode 100644 index d3e45446abc..00000000000 --- a/examples/async_handler/src/getting_started_async_handler.py +++ /dev/null @@ -1,10 +0,0 @@ -import asyncio - -from aws_lambda_powertools.asynchrony import async_lambda_handler -from aws_lambda_powertools.utilities.typing import LambdaContext - - -@async_lambda_handler -async def lambda_handler(event, context: LambdaContext): - await asyncio.sleep(1) - return 'awaited for 1 second' diff --git a/examples/batch_processing/src/getting_started_async_batch_processor.py b/examples/batch_processing/src/getting_started_async_batch_processor.py index 76fbbdfe0f6..71077205f5a 100644 --- a/examples/batch_processing/src/getting_started_async_batch_processor.py +++ b/examples/batch_processing/src/getting_started_async_batch_processor.py @@ -1,4 +1,3 @@ -from aws_lambda_powertools.asynchrony import async_lambda_handler from aws_lambda_powertools.utilities.batch import async_batch_processor, EventType, AsyncBatchProcessor from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord from aws_lambda_powertools.utilities.typing import LambdaContext @@ -17,7 +16,6 @@ async def async_record_handler(record: SQSRecord): processor = AsyncBatchProcessor(event_type=EventType.SQS) -@async_lambda_handler @async_batch_processor(record_handler=async_record_handler, processor=processor) async def lambda_handler(event, context: LambdaContext): return processor.response() diff --git a/tests/functional/test_utilities_batch.py b/tests/functional/test_utilities_batch.py index 8471cab1389..789dd7db75e 100644 --- a/tests/functional/test_utilities_batch.py +++ b/tests/functional/test_utilities_batch.py @@ -1,12 +1,10 @@ -import asyncio import json from random import randint -from typing import Callable, Dict, Optional +from typing import Callable, Dict, Optional, Awaitable, Any import pytest from botocore.config import Config -from aws_lambda_powertools.asynchrony import async_lambda_handler from aws_lambda_powertools.utilities.batch import ( BatchProcessor, AsyncBatchProcessor, @@ -120,7 +118,7 @@ def handler(record): @pytest.fixture(scope="module") -def async_record_handler() -> Callable: +def async_record_handler() -> Callable[..., Awaitable[Any]]: async def handler(record): body = record["body"] if "fail" in body: @@ -664,9 +662,8 @@ def test_async_batch_processor_middleware_success_only(sqs_event_factory, async_ processor = AsyncBatchProcessor(event_type=EventType.SQS) - @async_lambda_handler @async_batch_processor(record_handler=async_record_handler, processor=processor) - async def lambda_handler(event, context): + def lambda_handler(event, context): return processor.response() # WHEN @@ -685,9 +682,8 @@ def test_async_batch_processor_middleware_with_failure(sqs_event_factory, async_ processor = AsyncBatchProcessor(event_type=EventType.SQS) - @async_lambda_handler @async_batch_processor(record_handler=async_record_handler, processor=processor) - async def lambda_handler(event, context): + def lambda_handler(event, context): return processor.response() # WHEN @@ -706,10 +702,7 @@ def test_async_batch_processor_context_success_only(sqs_event_factory, async_rec # WHEN with processor(records, async_record_handler) as batch: - async def process_messages(): - return await batch.async_process() - - processed_messages = asyncio.run(process_messages()) + processed_messages = batch.async_process() # THEN assert processed_messages == [ @@ -730,10 +723,7 @@ def test_async_batch_processor_context_with_failure(sqs_event_factory, async_rec # WHEN with processor(records, async_record_handler) as batch: - async def process_messages(): - return await batch.async_process() - - processed_messages = asyncio.run(process_messages()) + processed_messages = batch.async_process() # THEN assert processed_messages[1] == ("success", second_record.body, second_record.raw_event) From fe91461b7a14f9cffcb545483d5136a8aa739987 Mon Sep 17 00:00:00 2001 From: Bakasura Date: Thu, 15 Dec 2022 19:51:07 -0500 Subject: [PATCH 07/16] Update aws_lambda_powertools/utilities/batch/base.py Co-authored-by: Heitor Lessa Signed-off-by: Bakasura --- aws_lambda_powertools/utilities/batch/base.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 4bb43040682..246c8ded58a 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -116,8 +116,10 @@ def async_process(self) -> List[Tuple]: async def async_process(): return list(await asyncio.gather(*[self._async_process_record(record) for record in self.records])) - # WARNING: Do not use "asyncio.run(async_process())", there are cases in which for some reason the main - # loop closes while using, causing the error "Event Loop is closed" + # WARNING + # Do not use "asyncio.run(async_process())" due to Lambda container thaws/freeze, otherwise we might get "Event Loop is closed" + # Instead, get_event_loop() can also create one if a previous was erroneously closed + # More: https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtime-environment.html#runtimes-lifecycle-shutdown loop = asyncio.get_event_loop() return loop.run_until_complete(async_process()) From 55965096d15e5529e917b6560eff2053b8fbc231 Mon Sep 17 00:00:00 2001 From: h4x0r Date: Thu, 15 Dec 2022 19:55:39 -0500 Subject: [PATCH 08/16] feat: better implementation of async loop --- aws_lambda_powertools/utilities/batch/base.py | 17 +++++++++++++++-- 1 file changed, 15 insertions(+), 2 deletions(-) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 246c8ded58a..d5e6d4b4f19 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -7,6 +7,7 @@ import copy import inspect import logging +import os import sys from abc import ABC, abstractmethod from enum import Enum @@ -120,8 +121,20 @@ async def async_process(): # Do not use "asyncio.run(async_process())" due to Lambda container thaws/freeze, otherwise we might get "Event Loop is closed" # Instead, get_event_loop() can also create one if a previous was erroneously closed # More: https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtime-environment.html#runtimes-lifecycle-shutdown - loop = asyncio.get_event_loop() - return loop.run_until_complete(async_process()) + # Extra: just follow how the well-tested mangum library do: + # https://github.com/jordaneremieff/mangum/discussions/256#discussioncomment-2638946 + # https://github.com/jordaneremieff/mangum/blob/b85cd4a97f8ddd56094ccc540ca7156c76081745/mangum/protocols/http.py#L44 + + # Detect environment and create a loop for each one + coro = async_process() + if os.environ.get('AWS_LAMBDA_RUNTIME_API'): + # Running in lambda server + loop = asyncio.get_event_loop() + task_instance = loop.create_task(coro) + return loop.run_until_complete(task_instance) + else: + # Running in another place like local tests + return asyncio.run(coro) def __enter__(self): self._prepare() From 3d64789cb01eaa192d73f47d27807692dc6c1d35 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 31 Jan 2023 15:26:40 +0100 Subject: [PATCH 09/16] chore: fmt and linting --- .../utilities/batch/__init__.py | 6 ++-- aws_lambda_powertools/utilities/batch/base.py | 28 ++++++++++++++----- tests/functional/test_utilities_batch.py | 6 ++-- 3 files changed, 27 insertions(+), 13 deletions(-) diff --git a/aws_lambda_powertools/utilities/batch/__init__.py b/aws_lambda_powertools/utilities/batch/__init__.py index 4906900c0d8..02f3e786441 100644 --- a/aws_lambda_powertools/utilities/batch/__init__.py +++ b/aws_lambda_powertools/utilities/batch/__init__.py @@ -5,15 +5,15 @@ """ from aws_lambda_powertools.utilities.batch.base import ( - BasePartialProcessor, + AsyncBatchProcessor, BasePartialBatchProcessor, + BasePartialProcessor, BatchProcessor, - AsyncBatchProcessor, EventType, FailureResponse, SuccessResponse, - batch_processor, async_batch_processor, + batch_processor, ) from aws_lambda_powertools.utilities.batch.exceptions import ExceptionInfo diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index d5e6d4b4f19..d430bd2a8d6 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -11,7 +11,18 @@ import sys from abc import ABC, abstractmethod from enum import Enum -from typing import Any, Callable, Dict, List, Optional, Tuple, Type, Union, overload, Awaitable +from typing import ( + Any, + Awaitable, + Callable, + Dict, + List, + Optional, + Tuple, + Type, + Union, + overload, +) from aws_lambda_powertools.middleware_factory import lambda_handler_decorator from aws_lambda_powertools.utilities.batch.exceptions import ( @@ -118,7 +129,7 @@ async def async_process(): return list(await asyncio.gather(*[self._async_process_record(record) for record in self.records])) # WARNING - # Do not use "asyncio.run(async_process())" due to Lambda container thaws/freeze, otherwise we might get "Event Loop is closed" + # Do not use "asyncio.run(async_process())" due to Lambda container thaws/freeze, otherwise we might get "Event Loop is closed" # noqa: E501 # Instead, get_event_loop() can also create one if a previous was erroneously closed # More: https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtime-environment.html#runtimes-lifecycle-shutdown # Extra: just follow how the well-tested mangum library do: @@ -127,7 +138,7 @@ async def async_process(): # Detect environment and create a loop for each one coro = async_process() - if os.environ.get('AWS_LAMBDA_RUNTIME_API'): + if os.environ.get("AWS_LAMBDA_RUNTIME_API"): # Running in lambda server loop = asyncio.get_event_loop() task_instance = loop.create_task(coro) @@ -393,7 +404,7 @@ def _clean(self): if self._entire_batch_failed(): raise BatchProcessingError( msg=f"All records failed processing. {len(self.exceptions)} individual errors logged " - f"separately below.", + f"separately below.", child_exceptions=self.exceptions, ) @@ -480,7 +491,7 @@ def _process_record(self, record: dict) -> Union[SuccessResponse, FailureRespons @lambda_handler_decorator def batch_processor( - handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: BatchProcessor + handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable, processor: BatchProcessor ): """ Middleware to handle batch event processing @@ -524,7 +535,6 @@ def batch_processor( class AsyncBatchProcessor(BasePartialBatchProcessor): - def _process_record(self, record: dict): raise NotImplementedError() @@ -551,7 +561,11 @@ async def _async_process_record(self, record: dict) -> Union[SuccessResponse, Fa @lambda_handler_decorator def async_batch_processor( - handler: Callable, event: Dict, context: LambdaContext, record_handler: Callable[..., Awaitable[Any]], processor: AsyncBatchProcessor + handler: Callable, + event: Dict, + context: LambdaContext, + record_handler: Callable[..., Awaitable[Any]], + processor: AsyncBatchProcessor, ): """ Middleware to handle batch event processing diff --git a/tests/functional/test_utilities_batch.py b/tests/functional/test_utilities_batch.py index 789dd7db75e..6dcfc3d179d 100644 --- a/tests/functional/test_utilities_batch.py +++ b/tests/functional/test_utilities_batch.py @@ -1,16 +1,16 @@ import json from random import randint -from typing import Callable, Dict, Optional, Awaitable, Any +from typing import Any, Awaitable, Callable, Dict, Optional import pytest from botocore.config import Config from aws_lambda_powertools.utilities.batch import ( - BatchProcessor, AsyncBatchProcessor, + BatchProcessor, EventType, - batch_processor, async_batch_processor, + batch_processor, ) from aws_lambda_powertools.utilities.batch.exceptions import BatchProcessingError from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import ( From 65e347f3eed8a1d61cd3feed7eb183c4b9dc2a95 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 7 Feb 2023 11:16:51 +0100 Subject: [PATCH 10/16] chore: expand notes on async_process being an sync callable --- aws_lambda_powertools/utilities/batch/base.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index d430bd2a8d6..24ba1562ace 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -123,6 +123,14 @@ async def _async_process_record(self, record: dict): def async_process(self) -> List[Tuple]: """ Async call instance's handler for each record. + + Note + ---- + + We keep the outer function synchronous to prevent making Lambda handler async, so to not impact + customers' existing middlewares. Instead, we create an async closure to handle asynchrony. + + We also handle edge cases like Lambda container thaw by getting an existing or creating an event loop. """ async def async_process(): @@ -140,7 +148,7 @@ async def async_process(): coro = async_process() if os.environ.get("AWS_LAMBDA_RUNTIME_API"): # Running in lambda server - loop = asyncio.get_event_loop() + loop = asyncio.get_event_loop() # NOTE: this might return an error starting in Python 3.12 in a few years task_instance = loop.create_task(coro) return loop.run_until_complete(task_instance) else: From b58048fb8399d1de77415523d45024ad764f1b52 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 7 Feb 2023 11:25:44 +0100 Subject: [PATCH 11/16] chore: cleanup notes, closure name, and leaner short-circuiting --- aws_lambda_powertools/utilities/batch/base.py | 28 ++++++++++--------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 24ba1562ace..9f2c6bb73e3 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -25,6 +25,7 @@ ) from aws_lambda_powertools.middleware_factory import lambda_handler_decorator +from aws_lambda_powertools.shared import constants from aws_lambda_powertools.utilities.batch.exceptions import ( BatchProcessingError, ExceptionInfo, @@ -131,29 +132,30 @@ def async_process(self) -> List[Tuple]: customers' existing middlewares. Instead, we create an async closure to handle asynchrony. We also handle edge cases like Lambda container thaw by getting an existing or creating an event loop. + + See: https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtime-environment.html#runtimes-lifecycle-shutdown """ - async def async_process(): + async def async_process_closure(): return list(await asyncio.gather(*[self._async_process_record(record) for record in self.records])) # WARNING # Do not use "asyncio.run(async_process())" due to Lambda container thaws/freeze, otherwise we might get "Event Loop is closed" # noqa: E501 # Instead, get_event_loop() can also create one if a previous was erroneously closed - # More: https://docs.aws.amazon.com/lambda/latest/dg/lambda-runtime-environment.html#runtimes-lifecycle-shutdown - # Extra: just follow how the well-tested mangum library do: - # https://github.com/jordaneremieff/mangum/discussions/256#discussioncomment-2638946 - # https://github.com/jordaneremieff/mangum/blob/b85cd4a97f8ddd56094ccc540ca7156c76081745/mangum/protocols/http.py#L44 - - # Detect environment and create a loop for each one - coro = async_process() - if os.environ.get("AWS_LAMBDA_RUNTIME_API"): - # Running in lambda server + # Mangum library does this as well. It's battle tested with other popular async-only frameworks like FastAPI + # https://github.com/jordaneremieff/mangum/discussions/256#discussioncomment-2638946 + # https://github.com/jordaneremieff/mangum/blob/b85cd4a97f8ddd56094ccc540ca7156c76081745/mangum/protocols/http.py#L44 + + # Let's prime the coroutine and decide + # whether we create an event loop (Lambda) or schedule it as usual (non-Lambda) + coro = async_process_closure() + if os.getenv(constants.LAMBDA_TASK_ROOT_ENV): loop = asyncio.get_event_loop() # NOTE: this might return an error starting in Python 3.12 in a few years task_instance = loop.create_task(coro) return loop.run_until_complete(task_instance) - else: - # Running in another place like local tests - return asyncio.run(coro) + + # Non-Lambda environment, run coroutine as usual + return asyncio.run(coro) def __enter__(self): self._prepare() From 55e50be9e031b6d3cbe45e38ae17ca60dc6488f8 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 7 Feb 2023 13:51:50 +0100 Subject: [PATCH 12/16] chore: fix docstrings for BatchProcessor and AsyncBatchProcessor --- aws_lambda_powertools/utilities/batch/base.py | 328 ++++++++++++------ 1 file changed, 220 insertions(+), 108 deletions(-) diff --git a/aws_lambda_powertools/utilities/batch/base.py b/aws_lambda_powertools/utilities/batch/base.py index 9f2c6bb73e3..171858c6d11 100644 --- a/aws_lambda_powertools/utilities/batch/base.py +++ b/aws_lambda_powertools/utilities/batch/base.py @@ -249,114 +249,6 @@ def failure_handler(self, record, exception: ExceptionInfo) -> FailureResponse: class BasePartialBatchProcessor(BasePartialProcessor): # noqa - """Process native partial responses from SQS, Kinesis Data Streams, and DynamoDB. - - - Example - ------- - - ## Process batch triggered by SQS - - ```python - import json - - from aws_lambda_powertools import Logger, Tracer - from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor - from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord - from aws_lambda_powertools.utilities.typing import LambdaContext - - - processor = BatchProcessor(event_type=EventType.SQS) - tracer = Tracer() - logger = Logger() - - - @tracer.capture_method - def record_handler(record: SQSRecord): - payload: str = record.body - if payload: - item: dict = json.loads(payload) - ... - - @logger.inject_lambda_context - @tracer.capture_lambda_handler - @batch_processor(record_handler=record_handler, processor=processor) - def lambda_handler(event, context: LambdaContext): - return processor.response() - ``` - - ## Process batch triggered by Kinesis Data Streams - - ```python - import json - - from aws_lambda_powertools import Logger, Tracer - from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor - from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import KinesisStreamRecord - from aws_lambda_powertools.utilities.typing import LambdaContext - - - processor = BatchProcessor(event_type=EventType.KinesisDataStreams) - tracer = Tracer() - logger = Logger() - - - @tracer.capture_method - def record_handler(record: KinesisStreamRecord): - logger.info(record.kinesis.data_as_text) - payload: dict = record.kinesis.data_as_json() - ... - - @logger.inject_lambda_context - @tracer.capture_lambda_handler - @batch_processor(record_handler=record_handler, processor=processor) - def lambda_handler(event, context: LambdaContext): - return processor.response() - ``` - - - ## Process batch triggered by DynamoDB Data Streams - - ```python - import json - - from aws_lambda_powertools import Logger, Tracer - from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor - from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import DynamoDBRecord - from aws_lambda_powertools.utilities.typing import LambdaContext - - - processor = BatchProcessor(event_type=EventType.DynamoDBStreams) - tracer = Tracer() - logger = Logger() - - - @tracer.capture_method - def record_handler(record: DynamoDBRecord): - logger.info(record.dynamodb.new_image) - payload: dict = json.loads(record.dynamodb.new_image.get("item")) - # alternatively: - # changes: Dict[str, Any] = record.dynamodb.new_image # noqa: E800 - # payload = change.get("Message") -> "" - ... - - @logger.inject_lambda_context - @tracer.capture_lambda_handler - def lambda_handler(event, context: LambdaContext): - batch = event["Records"] - with processor(records=batch, processor=processor): - processed_messages = processor.process() # kick off processing, return list[tuple] - - return processor.response() - ``` - - - Raises - ------ - BatchProcessingError - When all batch records fail processing - """ - DEFAULT_RESPONSE: Dict[str, List[Optional[dict]]] = {"batchItemFailures": []} def __init__(self, event_type: EventType, model: Optional["BatchTypeModels"] = None): @@ -475,6 +367,116 @@ def _to_batch_type(self, record: dict, event_type: EventType, model: Optional["B class BatchProcessor(BasePartialBatchProcessor): # Keep old name for compatibility + """Process native partial responses from SQS, Kinesis Data Streams, and DynamoDB. + + Example + ------- + + ## Process batch triggered by SQS + + ```python + import json + + from aws_lambda_powertools import Logger, Tracer + from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor + from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord + from aws_lambda_powertools.utilities.typing import LambdaContext + + + processor = BatchProcessor(event_type=EventType.SQS) + tracer = Tracer() + logger = Logger() + + + @tracer.capture_method + def record_handler(record: SQSRecord): + payload: str = record.body + if payload: + item: dict = json.loads(payload) + ... + + @logger.inject_lambda_context + @tracer.capture_lambda_handler + @batch_processor(record_handler=record_handler, processor=processor) + def lambda_handler(event, context: LambdaContext): + return processor.response() + ``` + + ## Process batch triggered by Kinesis Data Streams + + ```python + import json + + from aws_lambda_powertools import Logger, Tracer + from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor + from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import KinesisStreamRecord + from aws_lambda_powertools.utilities.typing import LambdaContext + + + processor = BatchProcessor(event_type=EventType.KinesisDataStreams) + tracer = Tracer() + logger = Logger() + + + @tracer.capture_method + def record_handler(record: KinesisStreamRecord): + logger.info(record.kinesis.data_as_text) + payload: dict = record.kinesis.data_as_json() + ... + + @logger.inject_lambda_context + @tracer.capture_lambda_handler + @batch_processor(record_handler=record_handler, processor=processor) + def lambda_handler(event, context: LambdaContext): + return processor.response() + ``` + + ## Process batch triggered by DynamoDB Data Streams + + ```python + import json + + from aws_lambda_powertools import Logger, Tracer + from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor + from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import DynamoDBRecord + from aws_lambda_powertools.utilities.typing import LambdaContext + + + processor = BatchProcessor(event_type=EventType.DynamoDBStreams) + tracer = Tracer() + logger = Logger() + + + @tracer.capture_method + def record_handler(record: DynamoDBRecord): + logger.info(record.dynamodb.new_image) + payload: dict = json.loads(record.dynamodb.new_image.get("item")) + # alternatively: + # changes: Dict[str, Any] = record.dynamodb.new_image # noqa: E800 + # payload = change.get("Message") -> "" + ... + + @logger.inject_lambda_context + @tracer.capture_lambda_handler + def lambda_handler(event, context: LambdaContext): + batch = event["Records"] + with processor(records=batch, processor=processor): + processed_messages = processor.process() # kick off processing, return list[tuple] + + return processor.response() + ``` + + + Raises + ------ + BatchProcessingError + When all batch records fail processing + + Limitations + ----------- + * Async record handler not supported, use AsyncBatchProcessor instead. + """ + async def _async_process_record(self, record: dict): raise NotImplementedError() @@ -545,6 +547,116 @@ def batch_processor( class AsyncBatchProcessor(BasePartialBatchProcessor): + """Process native partial responses from SQS, Kinesis Data Streams, and DynamoDB asynchronously. + + Example + ------- + + ## Process batch triggered by SQS + + ```python + import json + + from aws_lambda_powertools import Logger, Tracer + from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor + from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord + from aws_lambda_powertools.utilities.typing import LambdaContext + + + processor = BatchProcessor(event_type=EventType.SQS) + tracer = Tracer() + logger = Logger() + + + @tracer.capture_method + async def record_handler(record: SQSRecord): + payload: str = record.body + if payload: + item: dict = json.loads(payload) + ... + + @logger.inject_lambda_context + @tracer.capture_lambda_handler + @batch_processor(record_handler=record_handler, processor=processor) + def lambda_handler(event, context: LambdaContext): + return processor.response() + ``` + + ## Process batch triggered by Kinesis Data Streams + + ```python + import json + + from aws_lambda_powertools import Logger, Tracer + from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor + from aws_lambda_powertools.utilities.data_classes.kinesis_stream_event import KinesisStreamRecord + from aws_lambda_powertools.utilities.typing import LambdaContext + + + processor = BatchProcessor(event_type=EventType.KinesisDataStreams) + tracer = Tracer() + logger = Logger() + + + @tracer.capture_method + async def record_handler(record: KinesisStreamRecord): + logger.info(record.kinesis.data_as_text) + payload: dict = record.kinesis.data_as_json() + ... + + @logger.inject_lambda_context + @tracer.capture_lambda_handler + @batch_processor(record_handler=record_handler, processor=processor) + def lambda_handler(event, context: LambdaContext): + return processor.response() + ``` + + ## Process batch triggered by DynamoDB Data Streams + + ```python + import json + + from aws_lambda_powertools import Logger, Tracer + from aws_lambda_powertools.utilities.batch import BatchProcessor, EventType, batch_processor + from aws_lambda_powertools.utilities.data_classes.dynamo_db_stream_event import DynamoDBRecord + from aws_lambda_powertools.utilities.typing import LambdaContext + + + processor = BatchProcessor(event_type=EventType.DynamoDBStreams) + tracer = Tracer() + logger = Logger() + + + @tracer.capture_method + async def record_handler(record: DynamoDBRecord): + logger.info(record.dynamodb.new_image) + payload: dict = json.loads(record.dynamodb.new_image.get("item")) + # alternatively: + # changes: Dict[str, Any] = record.dynamodb.new_image # noqa: E800 + # payload = change.get("Message") -> "" + ... + + @logger.inject_lambda_context + @tracer.capture_lambda_handler + def lambda_handler(event, context: LambdaContext): + batch = event["Records"] + with processor(records=batch, processor=processor): + processed_messages = processor.process() # kick off processing, return list[tuple] + + return processor.response() + ``` + + + Raises + ------ + BatchProcessingError + When all batch records fail processing + + Limitations + ----------- + * Sync record handler not supported, use BatchProcessor instead. + """ + def _process_record(self, record: dict): raise NotImplementedError() From 4e28bb24cd24ef3b762a57f977e0f15e98ec87f3 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 7 Feb 2023 15:38:44 +0100 Subject: [PATCH 13/16] docs: remove sync for now, revamp async example --- .../getting_started_async_batch_processor.py | 26 +++++++++++-------- .../src/getting_started_batch_processor.py | 21 --------------- 2 files changed, 15 insertions(+), 32 deletions(-) delete mode 100644 examples/batch_processing/src/getting_started_batch_processor.py diff --git a/examples/batch_processing/src/getting_started_async_batch_processor.py b/examples/batch_processing/src/getting_started_async_batch_processor.py index 71077205f5a..594be0540f3 100644 --- a/examples/batch_processing/src/getting_started_async_batch_processor.py +++ b/examples/batch_processing/src/getting_started_async_batch_processor.py @@ -1,21 +1,25 @@ -from aws_lambda_powertools.utilities.batch import async_batch_processor, EventType, AsyncBatchProcessor +import httpx # external dependency + +from aws_lambda_powertools.utilities.batch import ( + AsyncBatchProcessor, + EventType, + async_batch_processor, +) from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord from aws_lambda_powertools.utilities.typing import LambdaContext +processor = AsyncBatchProcessor(event_type=EventType.SQS) -async def async_record_handler(record: SQSRecord): - """ - Process here each record - """ - payload: str = record.body - if not payload: - raise ValueError - # code code code +async def async_record_handler(record: SQSRecord): + # Yield control back to the event loop to schedule other tasks + # while you await from a response from httpbin.org + async with httpx.AsyncClient() as client: + ret = await client.get("https://httpbin.org/get") -processor = AsyncBatchProcessor(event_type=EventType.SQS) + return ret.status_code @async_batch_processor(record_handler=async_record_handler, processor=processor) -async def lambda_handler(event, context: LambdaContext): +def lambda_handler(event, context: LambdaContext): return processor.response() diff --git a/examples/batch_processing/src/getting_started_batch_processor.py b/examples/batch_processing/src/getting_started_batch_processor.py deleted file mode 100644 index 1a471071e81..00000000000 --- a/examples/batch_processing/src/getting_started_batch_processor.py +++ /dev/null @@ -1,21 +0,0 @@ -from aws_lambda_powertools.utilities.batch import EventType, batch_processor, BatchProcessor -from aws_lambda_powertools.utilities.data_classes.sqs_event import SQSRecord -from aws_lambda_powertools.utilities.typing import LambdaContext - - -def record_handler(record: SQSRecord): - """ - Process here each record - """ - payload: str = record.body - if not payload: - raise ValueError - # code code code - - -processor = BatchProcessor(event_type=EventType.SQS) - - -@batch_processor(record_handler=record_handler, processor=processor) -def lambda_handler(event, context: LambdaContext): - return processor.response() From 1640d3a09801d167e7653e8ccb92f9963ea3eff9 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 7 Feb 2023 15:39:16 +0100 Subject: [PATCH 14/16] docs: add new section for async processing and details --- docs/utilities/batch.md | 22 ++++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/docs/utilities/batch.md b/docs/utilities/batch.md index 988b1937b5b..4a53e053f44 100644 --- a/docs/utilities/batch.md +++ b/docs/utilities/batch.md @@ -636,6 +636,28 @@ All records in the batch will be passed to this handler for processing, even if All processing logic will and should be performed by the `record_handler` function. +### Processing messages asynchronously + +!!! tip "New to AsyncIO? Read this [comprehensive guide first](https://realpython.com/async-io-python/){target="_blank"}." + +You can use `AsyncBatchProcessor` class and `async_batch_processor` decorator to process messages concurrently. + +???+ question "When is this useful?" + Your use case might be able to process multiple records at the same time without conflicting with one another. + + For example, imagine you need to process multiple loyalty points and incrementally save in a database. While you await the database to confirm your records are saved, you could start processing another request concurrently. + + The reason this is not the default behaviour is that not all use cases can handle concurrency safely (e.g., loyalty points must be updated in order). + +```python hl_lines="4 6 11 14 23" title="High-concurrency with AsyncBatchProcessor" +--8<-- "examples/batch_processing/src/getting_started_async_batch_processor.py" +``` + +???+ warning "Using tracer?" + `AsyncBatchProcessor` uses `asyncio.gather` which can cause side effects and reach trace limits at high concurrency. + + See [Tracing concurrent asynchronous functions](../core/tracer.md#concurrent-asynchronous-functions). + ## Advanced ### Pydantic integration From 0a79aaca354eb1e701fd2c50fbab1ac289c17343 Mon Sep 17 00:00:00 2001 From: heitorlessa Date: Tue, 7 Feb 2023 15:56:52 +0100 Subject: [PATCH 15/16] chore: add httpx dev dependency for batch docs; update deps --- poetry.lock | 2394 +++++++++++++++++++++++++----------------------- pyproject.toml | 1 + 2 files changed, 1250 insertions(+), 1145 deletions(-) diff --git a/poetry.lock b/poetry.lock index f506a453d77..933000b38c9 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,20 @@ -# This file is automatically @generated by Poetry and should not be changed by hand. +[[package]] +name = "anyio" +version = "3.6.2" +description = "High level compatibility layer for multiple asynchronous event loop implementations" +category = "dev" +optional = false +python-versions = ">=3.6.2" + +[package.dependencies] +idna = ">=2.8" +sniffio = ">=1.1" +typing-extensions = {version = "*", markers = "python_version < \"3.8\""} + +[package.extras] +doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"] +test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"] +trio = ["trio (>=0.16,<0.22)"] [[package]] name = "attrs" @@ -7,10 +23,6 @@ description = "Classes Without Boilerplate" category = "dev" optional = false python-versions = ">=3.6" -files = [ - {file = "attrs-22.2.0-py3-none-any.whl", hash = "sha256:29e95c7f6778868dbd49170f98f8818f78f3dc5e0e37c0b1f474e3561b240836"}, - {file = "attrs-22.2.0.tar.gz", hash = "sha256:c9227bfc2f01993c03f68db37d1d15c9690188323c067c641f1a35ca58185f99"}, -] [package.extras] cov = ["attrs[tests]", "coverage-enable-subprocess", "coverage[toml] (>=5.3)"] @@ -26,10 +38,6 @@ description = "A library that contains the AWS CLI for use in Lambda Layers" category = "dev" optional = false python-versions = "~=3.7" -files = [ - {file = "aws-cdk.asset-awscli-v1-2.2.52.tar.gz", hash = "sha256:ab04beec8e267e363931df2caf48a24100cb5799d7fd8db51efe881d117efa7a"}, - {file = "aws_cdk.asset_awscli_v1-2.2.52-py3-none-any.whl", hash = "sha256:6e9d686bb0b00242e869e91d57b65b619ffb42e99abe482436e3a6692485dbfe"}, -] [package.dependencies] jsii = ">=1.73.0,<2.0.0" @@ -43,10 +51,6 @@ description = "A library that contains kubectl for use in Lambda Layers" category = "dev" optional = false python-versions = "~=3.7" -files = [ - {file = "aws-cdk.asset-kubectl-v20-2.1.1.tar.gz", hash = "sha256:9834cdb150c5590aea4e5eba6de2a89b4c60617451181c524810c5a75154565c"}, - {file = "aws_cdk.asset_kubectl_v20-2.1.1-py3-none-any.whl", hash = "sha256:a2fad1a5a35a94a465efe60859f91e45dacc33261fb9bbf1cf9bbc6e2f70e9d6"}, -] [package.dependencies] jsii = ">=1.70.0,<2.0.0" @@ -60,10 +64,6 @@ description = "@aws-cdk/asset-node-proxy-agent-v5" category = "dev" optional = false python-versions = "~=3.7" -files = [ - {file = "aws-cdk.asset-node-proxy-agent-v5-2.0.42.tar.gz", hash = "sha256:ae1b615be42e78681e05b145460603f171c06b671a2d1caa060a159b94b06366"}, - {file = "aws_cdk.asset_node_proxy_agent_v5-2.0.42-py3-none-any.whl", hash = "sha256:6e0174802097d558daa1be5c4e6e7f309eeba626392955e596bf967ee37865d3"}, -] [package.dependencies] jsii = ">=1.73.0,<2.0.0" @@ -77,10 +77,6 @@ description = "The CDK Construct Library for AWS::APIGatewayv2" category = "dev" optional = false python-versions = "~=3.7" -files = [ - {file = "aws-cdk.aws-apigatewayv2-alpha-2.62.2a0.tar.gz", hash = "sha256:63c191fdcb8b20d1afd34af84ae465740b14009a06af7bdc8e78475614f85a23"}, - {file = "aws_cdk.aws_apigatewayv2_alpha-2.62.2a0-py3-none-any.whl", hash = "sha256:32ff5d8745b71ef30ba009de4d8d9f12bd34a4f3c940500ba34367211f05c9f4"}, -] [package.dependencies] aws-cdk-lib = ">=2.62.2,<3.0.0" @@ -96,10 +92,6 @@ description = "Authorizers for AWS APIGateway V2" category = "dev" optional = false python-versions = "~=3.7" -files = [ - {file = "aws-cdk.aws-apigatewayv2-authorizers-alpha-2.62.2a0.tar.gz", hash = "sha256:9a4ba121c49e4ba866b985495b87e9ecaec50c1f26e0d8cb116e15492196c042"}, - {file = "aws_cdk.aws_apigatewayv2_authorizers_alpha-2.62.2a0-py3-none-any.whl", hash = "sha256:9cfb1495b618880b395d6ecbd45c3c524c67013f2567eae6e19e6f06586b9a38"}, -] [package.dependencies] "aws-cdk.aws-apigatewayv2-alpha" = "2.62.2.a0" @@ -116,10 +108,6 @@ description = "Integrations for AWS APIGateway V2" category = "dev" optional = false python-versions = "~=3.7" -files = [ - {file = "aws-cdk.aws-apigatewayv2-integrations-alpha-2.62.2a0.tar.gz", hash = "sha256:4ae06b6585664c659eb6b88ff70eaa628a96ffb4728ab0d0eb7ff1f23913565b"}, - 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