From d3890698b2a614475e5c20747ab0193e7e513353 Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Tue, 6 Aug 2024 17:11:22 +0200 Subject: [PATCH 1/2] cloudwatch message reader docs --- .../concepts/dagster-pipes/aws-glue.mdx | 20 +++++++-------- .../api/apidocs/libraries/dagster-aws.rst | 19 ++++++++++++++ .../dagster_pipes/glue/dagster_code.py | 7 +++--- .../dagster/dagster_pipes/glue/glue_script.py | 7 +++--- .../dagster-aws/dagster_aws/pipes.py | 25 +++++++++++++++++-- 5 files changed, 59 insertions(+), 19 deletions(-) diff --git a/docs/content/concepts/dagster-pipes/aws-glue.mdx b/docs/content/concepts/dagster-pipes/aws-glue.mdx index 82737f6586600..4d9c1901f2710 100644 --- a/docs/content/concepts/dagster-pipes/aws-glue.mdx +++ b/docs/content/concepts/dagster-pipes/aws-glue.mdx @@ -7,9 +7,7 @@ description: "Learn to integrate Dagster Pipes with AWS Glue to launch external This tutorial gives a short overview on how to use [Dagster Pipes](/concepts/dagster-pipes) with [AWS Glue](https://aws.amazon.com/glue/). -The [dagster-aws](/\_apidocs/libraries/dagster-aws) integration library provides the resource which can be used to launch AWS Glue jobs from Dagster assets and ops. Dagster can receive regular events like logs, asset checks, or asset materializations from jobs launched with this client. Using it requires minimal code changes on the job side. - ---- +## The [dagster-aws](/\_apidocs/libraries/dagster-aws) integration library provides the resource which can be used to launch AWS Glue jobs from Dagster assets and ops. Dagster can receive regular events like logs, asset checks, or asset materializations from jobs launched with this client. Using it requires minimal code changes on the job side. ## Prerequisites @@ -47,23 +45,24 @@ import boto3 from dagster_pipes import ( PipesCliArgsParamsLoader, PipesS3ContextLoader, - PipesS3MessageWriter, open_dagster_pipes, ) client = boto3.client("s3") context_loader = PipesS3ContextLoader(client) -message_writer = PipesS3MessageWriter(client) params_loader = PipesCliArgsParamsLoader() def main(): with open_dagster_pipes( context_loader=context_loader, - message_writer=message_writer, params_loader=params_loader, ) as pipes: pipes.log.info("Hello from AWS Glue job!") + pipes.report_asset_materialization( + metadata={"some_metric": {"raw_value": 0, "type": "int"}}, + data_version="alpha", + ) if __name__ == "__main__": @@ -107,7 +106,8 @@ Next, add the `PipesGlueClient` resource to your project's `) created by the Glue job to receive Dagster events and will forward this stream to `stdout`. If this is undesired, instead, the client can be configured to use , and the Glue job can use . + --- ## Related diff --git a/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst b/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst index a0b72ecb195f0..3de17d8fb855d 100644 --- a/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst +++ b/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst @@ -98,9 +98,28 @@ Resources which surface SecretsManager secrets for use in Dagster resources and Pipes -------------- +Context Injectors +^^^^^^^^^^^^^^^^^ + +.. autoclass:: dagster_aws.pipes.PipesS3ContextInjector + +.. autoclass:: dagster_aws.pipes.PipesLambdaEventContextInjector + +Message Readers +^^^^^^^^^^^^^^^ + +.. autoclass:: dagster_aws.pipes.PipesS3MessageReader + +.. autoclass:: dagster_aws.pipes.PipesCloudWatchMessageReader + :members: consume_cloudwatch_logs + +Clients +^^^^^^^ + .. autoclass:: dagster_aws.pipes.PipesLambdaClient .. autoclass:: dagster_aws.pipes.PipesGlueClient + :members: run Legacy -------- diff --git a/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/dagster_code.py b/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/dagster_code.py index 7e224fb480893..92bb51092d023 100644 --- a/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/dagster_code.py +++ b/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/dagster_code.py @@ -24,7 +24,8 @@ def glue_pipes_asset( # start_definitions_marker from dagster import Definitions # noqa -from dagster_aws.pipes import PipesS3ContextInjector, PipesS3MessageReader +from dagster_aws.pipes import PipesS3ContextInjector, PipesCloudWatchMessageReader + bucket = os.environ["DAGSTER_GLUE_S3_CONTEXT_BUCKET"] @@ -38,9 +39,7 @@ def glue_pipes_asset( client=boto3.client("s3"), bucket=bucket, ), - message_reader=PipesS3MessageReader( - client=boto3.client("s3"), bucket=bucket - ), + message_reader=PipesCloudWatchMessageReader(client=boto3.client("logs")), ) }, ) diff --git a/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/glue_script.py b/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/glue_script.py index 8402f980f1866..df7c61a10fd4d 100644 --- a/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/glue_script.py +++ b/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/glue_script.py @@ -2,23 +2,24 @@ from dagster_pipes import ( PipesCliArgsParamsLoader, PipesS3ContextLoader, - PipesS3MessageWriter, open_dagster_pipes, ) client = boto3.client("s3") context_loader = PipesS3ContextLoader(client) -message_writer = PipesS3MessageWriter(client) params_loader = PipesCliArgsParamsLoader() def main(): with open_dagster_pipes( context_loader=context_loader, - message_writer=message_writer, params_loader=params_loader, ) as pipes: pipes.log.info("Hello from AWS Glue job!") + pipes.report_asset_materialization( + metadata={"some_metric": {"raw_value": 0, "type": "int"}}, + data_version="alpha", + ) if __name__ == "__main__": diff --git a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py index fb3f7b230dfed..ddd449a8fd805 100644 --- a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py +++ b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py @@ -205,6 +205,19 @@ def consume_cloudwatch_logs( start_time: Optional[int] = None, end_time: Optional[int] = None, ) -> None: + """Reads logs from AWS CloudWatch and forwards them to Dagster for events extraction and logging. + + Args: + log_group (str): CloudWatch log group name + log_stream (str): CLoudWatch log stream name + start_time (Optional[int]): The start of the time range, expressed as the number of + milliseconds after Jan 1, 1970 00:00:00 UTC. Events with a timestamp equal to this + time or later than this time are included. + Events with a timestamp earlier than this time are not included. + end_time (Optional[int]): The end of the time range, expressed as the number of + milliseconds after Jan 1, 1970 00:00:00 UTC. Events with a timestamp equal to or + later than this time are not included. + """ handler = check.not_none( self._handler, "Can only consume logs within context manager scope." ) @@ -217,7 +230,7 @@ def consume_cloudwatch_logs( extract_message_or_forward_to_stdout(handler, log_line) def no_messages_debug_text(self) -> str: - return "Attempted to read messages by extracting them from the tail of CloudWatch logs directly." + return "Attempted to read messages by extracting them from CloudWatch logs directly." def _get_all_cloudwatch_events( self, @@ -248,6 +261,10 @@ def _get_all_cloudwatch_events( class PipesLambdaEventContextInjector(PipesEnvContextInjector): + """Injects context via AWS Lambda event input. + Should be paired with :py:class`~dagster_pipes.PipesMappingParamsLoader` on the Lambda side. + """ + def no_messages_debug_text(self) -> str: return "Attempted to inject context via the lambda event input." @@ -256,7 +273,7 @@ class PipesLambdaClient(PipesClient, TreatAsResourceParam): """A pipes client for invoking AWS lambda. By default context is injected via the lambda input event and messages are parsed out of the - 4k tail of logs. S3 + 4k tail of logs. Args: client (boto3.client): The boto lambda client used to call invoke. @@ -344,6 +361,10 @@ class PipesGlueClient(PipesClient, TreatAsResourceParam): context into the Glue job, for example, :py:class:`PipesS3ContextInjector`. message_reader (Optional[PipesMessageReader]): A message reader to use to read messages from the glue job run. Defaults to :py:class:`PipesCloudWatchsMessageReader`. + When provided with :py:class:`PipesCloudWatchMessageReader`, + it will be used to recieve logs and events from the `.../output/` + CloudWatch log stream created by AWS Glue. Note that AWS Glue routes both + `stderr` and `stdout` from the main job process into this LogStream. client (Optional[boto3.client]): The boto Glue client used to launch the Glue job forward_termination (bool): Whether to cancel the Glue job run when the Dagster process receives a termination signal. """ From 1a2da0269d2b79aba8c368fc65636bd260cbeaae Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Fri, 9 Aug 2024 09:13:09 +0200 Subject: [PATCH 2/2] Apply suggestions from code review Co-authored-by: Erin Cochran --- docs/content/api/modules.json.gz | Bin 1443814 -> 1444373 bytes docs/content/api/searchindex.json.gz | Bin 106497 -> 106745 bytes docs/content/api/sections.json.gz | Bin 553755 -> 555352 bytes .../concepts/dagster-pipes/aws-glue.mdx | 8 ++++++-- docs/next/public/objects.inv | Bin 28839 -> 28941 bytes .../api/apidocs/libraries/dagster-aws.rst | 1 - .../dagster-aws/dagster_aws/pipes.py | 16 +++++++++------- 7 files changed, 15 insertions(+), 10 deletions(-) diff --git a/docs/content/api/modules.json.gz b/docs/content/api/modules.json.gz index 8b6d7eef297cc7a319882a61fd79c90439965c55..e0a38edcd36e59aefbaa751dd5a765496cf94991 100644 GIT binary patch delta 1347937 zcmV)7K*zu4k64wISbraj2nfJ)zh(meZEs|CY-MvUYIARH0PMXBciYCbF#1>KIBRu@ 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Dagster can receive regular events like logs, asset checks, or asset materializations from jobs launched with this client. Using it requires minimal code changes on the job side. +The [dagster-aws](/\_apidocs/libraries/dagster-aws) integration library provides the resource which can be used to launch AWS Glue jobs from Dagster assets and ops. Dagster can receive regular events like logs, asset checks, or asset materializations from jobs launched with this client. Using it requires minimal code changes on the job side. + +--- ## Prerequisites @@ -129,7 +131,9 @@ defs = Definitions( Dagster will now be able to launch the AWS Glue job from the `glue_pipes_asset` asset. -By default the client will be using the CloudWatch log stream (`.../output/`) created by the Glue job to receive Dagster events and will forward this stream to `stdout`. If this is undesired, instead, the client can be configured to use , and the Glue job can use . +By default, the client uses the CloudWatch log stream (`.../output/`) created by the Glue job to receive Dagster events. The client will also forward the stream to `stdout`. + +To customize this behavior, the client can be configured to use , and the Glue job to use . --- diff --git a/docs/next/public/objects.inv b/docs/next/public/objects.inv index d9e1537489ec5653907c742a6481b8623e2f4bda..b52155dd004d76139a518e3b76c6199324e07eb2 100644 GIT binary patch delta 26189 zcmX_HV{|1vfURwJ>ZxseYTLGLzS_1uwQbwBZJRsa?m7EEyh$!{l9D~(=zZW?JupDi zN(~LrF}*^@`^Rd?+7x#N;N1ZlKaU_lx@UY>fQ|8eK=VxPb2aZ>WxI|ExZiTU+)qxW zNiohp_wwFxrnzC&pX4EoQ&P{1Ng+!RC4i(=Tn=Ayf4ND!dqdAyi;?nD2x6wg=(vQO z+anC5e-TBqK{=!0c^ReDo^J-iRR^%AB}X-({(Ns1@BxuvrKsq~@}cg3-a@0Qe*vu2 zbZgKuxKb+Kz`JO=;Mm1F`zPim?;HVKUavJh9wOESQo2hJg~$dd=d^*s2K57=XT867 zw@5b-h_F%Wo@9#nT2_=zwcy;xf#Z7{Xm-WC4qf-V9@aPJUb`nJcUX)SUK|jilU^{* znhlZ@TwLvO+o-{7SSJ?hHJw(1|3?&hyV!Zs)IfsJa_5dC8H>Kft}7z!Z_JbQY@e8k zO)=EsS@+1qFat3EZ!|JWs)aM=dC~?P-y!J=dpG-}6BpsuTy?r6Ys8Qks3rq8=M-jY zQYst?;jA)4eFSJk$fu)CIV7`Tt$8phcqNe$fUP{{H8d{JxFqmsPc3Bte?{HjVWM(m 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b/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst @@ -119,7 +119,6 @@ Clients .. autoclass:: dagster_aws.pipes.PipesLambdaClient .. autoclass:: dagster_aws.pipes.PipesGlueClient - :members: run Legacy -------- diff --git a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py index ddd449a8fd805..d50bd0e3315ef 100644 --- a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py +++ b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py @@ -23,7 +23,7 @@ import dagster._check as check from botocore.exceptions import ClientError from dagster import PipesClient -from dagster._annotations import experimental +from dagster._annotations import experimental, public from dagster._core.definitions.resource_annotation import TreatAsResourceParam from dagster._core.errors import DagsterExecutionInterruptedError from dagster._core.execution.context.compute import OpExecutionContext @@ -198,6 +198,7 @@ def read_messages( finally: self._handler = None + @public def consume_cloudwatch_logs( self, log_group: str, @@ -211,11 +212,10 @@ def consume_cloudwatch_logs( log_group (str): CloudWatch log group name log_stream (str): CLoudWatch log stream name start_time (Optional[int]): The start of the time range, expressed as the number of - milliseconds after Jan 1, 1970 00:00:00 UTC. Events with a timestamp equal to this - time or later than this time are included. - Events with a timestamp earlier than this time are not included. + milliseconds after ``Jan 1, 1970 00:00:00 UTC``. Only events with a timestamp equal to this + time or later are included. end_time (Optional[int]): The end of the time range, expressed as the number of - milliseconds after Jan 1, 1970 00:00:00 UTC. Events with a timestamp equal to or + milliseconds after ``Jan 1, 1970 00:00:00 UTC``. Events with a timestamp equal to or later than this time are not included. """ handler = check.not_none( @@ -297,6 +297,7 @@ def __init__( def _is_dagster_maintained(cls) -> bool: return True + @public def run( self, *, @@ -362,9 +363,9 @@ class PipesGlueClient(PipesClient, TreatAsResourceParam): message_reader (Optional[PipesMessageReader]): A message reader to use to read messages from the glue job run. Defaults to :py:class:`PipesCloudWatchsMessageReader`. When provided with :py:class:`PipesCloudWatchMessageReader`, - it will be used to recieve logs and events from the `.../output/` + it will be used to recieve logs and events from the ``.../output/`` CloudWatch log stream created by AWS Glue. Note that AWS Glue routes both - `stderr` and `stdout` from the main job process into this LogStream. + ``stderr`` and ``stdout`` from the main job process into this LogStream. client (Optional[boto3.client]): The boto Glue client used to launch the Glue job forward_termination (bool): Whether to cancel the Glue job run when the Dagster process receives a termination signal. """ @@ -385,6 +386,7 @@ def __init__( def _is_dagster_maintained(cls) -> bool: return True + @public def run( self, *,

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