From 0c307aa876693462872dc1363eda6454c7381cab Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Tue, 6 Aug 2024 17:11:22 +0200 Subject: [PATCH] cloudwatch message reader docs --- docs/content/api/modules.json.gz | Bin 1443439 -> 1444215 bytes docs/content/api/searchindex.json.gz | Bin 106477 -> 106626 bytes docs/content/api/sections.json.gz | Bin 551384 -> 551951 bytes .../concepts/dagster-pipes/aws-glue.mdx | 17 +++++----- docs/next/public/objects.inv | Bin 28833 -> 28918 bytes .../api/apidocs/libraries/dagster-aws.rst | 19 ++++++++++++ .../dagster_pipes/glue/dagster_code.py | 5 +-- .../dagster/dagster_pipes/glue/glue_script.py | 7 +++-- .../dagster-aws/dagster_aws/pipes.py | 29 +++++++++++++++--- 9 files changed, 58 insertions(+), 19 deletions(-) diff --git a/docs/content/api/modules.json.gz b/docs/content/api/modules.json.gz index fc2b8e7acde7053b9070f88e6b40bf839d8fa192..9f2fc1eea29bcf92d639853c07b7edb3add9bdca 100644 GIT binary patch delta 1337768 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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. - --- ## Prerequisites @@ -46,24 +45,26 @@ Call `open_dagster_pipes` in the Glue job script to create a context that can be import boto3 from dagster_pipes import ( PipesCliArgsParamsLoader, + PipesDefaultMessageWriter, 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 +108,7 @@ 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/next/public/objects.inv b/docs/next/public/objects.inv index 95e299330b8106bfc8545ba57a4270c9229d1980..d6140f2e78adc76a351be56c5a97d88038ad2322 100644 GIT binary patch delta 11377 zcmV-%ERNHm;Q{vH0kEk)e+Cz_zi=V@0`eSH0Z+gW?PUgz>6f?!H*tiTj2XZm{PRBa zXNJFfMd+w~DZr27KEckz;2eh9{=5XoEXkcQC(4`8{tKu)D$`VX0(sr4S;)dQ(=sdv z6rWx74Skr0WiEpJ=MBnIhv-;l_!_v!D0qoMNd4b!f4=`ldvuvSe>R+j&uLkJ2YBSb zZDcWq4zmzf-HvuSv+>Mg z(9jO#!=9!CN*_*)C>NNj;4pji`OiCEfjwIz;FRQzT?A)Aw_QttAOl5Srv&{vQ^^_Q zV&CSaY=52EmK`$of7L4K-(?0iei-Nf++5#2Z2xIinPRjF0`q!Lg2W&XjH3^>$Aosi zSmBP@yfGvHnpSBt6gDb18J=t|OSKxF!9wGy(#aIbuAqGk_nT|{@e}%FrSmovcS0rV z2guMH8e=M&jn)9fAiHenpB?xCf|8BI)Up5tXxo8-q7W}Af7-2Y#!Mc?5fZ-q?|gGZ zKK}l{&8EK?7Xln4YCi7%4fp2p5^&+86dQV?;#*muq}0f!6lD^56SgOb{i4XCJ<2@x znVQOGPLfL!?6PvUxbUruy%eE;3@YSlY-EZf=^|kR!PF{6rF+;&o-)n2^?MTN^uD;v 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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 0dc0fb168ae56..24345a471d583 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 +24,7 @@ def glue_pipes_asset( # start_definitions_marker from dagster import Definitions # noqa -from dagster_aws.pipes import PipesGlueContextInjector, PipesS3MessageReader +from dagster_aws.pipes import PipesGlueContextInjector bucket = os.environ["DAGSTER_GLUE_S3_CONTEXT_BUCKET"] @@ -39,9 +39,6 @@ def glue_pipes_asset( client=boto3.client("s3"), bucket=bucket, ), - message_reader=PipesS3MessageReader( - client=boto3.client("s3"), bucket=bucket - ), ) }, ) 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 6bd7b35bcf6f3..e9c88306a6ad7 100644 --- a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py +++ b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py @@ -204,6 +204,19 @@ 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." ) @@ -216,7 +229,7 @@ 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, @@ -247,6 +260,10 @@ 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." @@ -255,7 +272,7 @@ 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. @@ -352,6 +369,10 @@ class PipesGlueClient(PipesClient, TreatAsResourceParam): context into the Glue job, for example, :py:class:`PipesGlueContextInjector`. message_reader (Optional[PipesMessageReader]): A message reader to use to read messages from the glue job run. Defaults to :py:class:`PipesGlueLogsMessageReader`. + 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 """ @@ -468,8 +489,8 @@ def run( if isinstance(self._message_reader, PipesCloudWatchMessageReader): # TODO: consume messages in real-time via a background thread - # so we don't have to wait for the job run to complete - # before receiving any logs + # so we don't have to wait for the job run to complete + # before receiving any logs self._message_reader.consume_cloudwatch_logs( f"{log_group}/output", run_id, start_time=int(start_timestamp) )

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