From ee0a5958f541bcb36bf8d2a827847e5a50745300 Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Wed, 31 Jul 2024 20:29:29 +0200 Subject: [PATCH 1/3] Add PipesCloudWatchMessageReader --- .../dagster_pipes/glue/dagster_code.py | 5 +- .../dagster/dagster_pipes/glue/glue_script.py | 8 +- .../dagster-aws/dagster_aws/pipes.py | 122 ++++++++++++++---- 3 files changed, 101 insertions(+), 34 deletions(-) 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..c3f90829af69c 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 @@ -1,24 +1,26 @@ 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__": diff --git a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py index 012ea9d98acab..d830df6b96e23 100644 --- a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py +++ b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py @@ -3,10 +3,13 @@ import os import random import string +import sys import time from contextlib import contextmanager -from typing import TYPE_CHECKING, Any, Dict, Iterator, Literal, Mapping, Optional, Sequence - +from threading import Thread +from typing import TYPE_CHECKING, Any, Dict, Iterator, Literal, Mapping, Optional, Sequence, List, Generator +from typing import TypedDict +import signal import boto3 import dagster._check as check from botocore.exceptions import ClientError @@ -157,10 +160,23 @@ def no_messages_debug_text(self) -> str: ) +class CloudWatchEvent(TypedDict): + timestamp: int + message: str + ingestionTime: int + + @experimental class PipesCloudWatchMessageReader(PipesMessageReader): """Message reader that consumes AWS CloudWatch logs to read pipes messages.""" + def __init__(self, client: Optional[boto3.client] = None): + """ + Args: + client (boto3.client): boto3 CloudWatch client. + """ + self.client = client or boto3.client("logs") + @contextmanager def read_messages( self, @@ -174,13 +190,58 @@ def read_messages( self._handler = None def consume_cloudwatch_logs( - self, client: boto3.client, log_group: str, log_stream: str + self, log_group: str, log_stream: str, start_time: Optional[int] = None, end_time: Optional[int] = None, ) -> None: - raise NotImplementedError("CloudWatch logs are not yet supported in the pipes protocol.") + handler = check.not_none( + self._handler, "Can only consume logs within context manager scope." + ) + + for events_batch in self._get_all_cloudwatch_events( + log_group=log_group, + log_stream=log_stream, + start_time=start_time, + end_time=end_time + ): + for event in events_batch: + for log_line in event["message"].splitlines(): + 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." + def _get_all_cloudwatch_events( + self, + log_group: str, + log_stream: str, + start_time: Optional[int] = None, + end_time: Optional[int] = None + ) -> Generator[List[CloudWatchEvent], None, None]: + """ + Returns batches of CloudWatch events until the stream is complete or end_time. + """ + params = { + "logGroupName": log_group, + "logStreamName": log_stream, + } + + if start_time is not None: + params["startTime"] = start_time + if end_time is not None: + params["endTime"] = end_time + + response = self.client.get_log_events( + **params + ) + + while events := response.get("events"): + yield events + + params["nextToken"] = response["nextForwardToken"] + + response = self.client.get_log_events( + **params + ) + class PipesLambdaEventContextInjector(PipesEnvContextInjector): def no_messages_debug_text(self) -> str: @@ -203,11 +264,11 @@ class PipesLambdaClient(PipesClient, TreatAsResourceParam): def __init__( self, - client: boto3.client, + client: Optional[boto3.client] = None, context_injector: Optional[PipesContextInjector] = None, message_reader: Optional[PipesMessageReader] = None, ): - self._client = client + self._client = client or boto3.client("lambda") self._message_reader = message_reader or PipesLambdaLogsMessageReader() self._context_injector = context_injector or PipesLambdaEventContextInjector() @@ -272,12 +333,11 @@ def run( class PipesGlueContextInjector(PipesS3ContextInjector): def no_messages_debug_text(self) -> str: - return "Attempted to inject context via Glue job arguments." + return "Attempted to inject context via Glue job Arguments" class PipesGlueLogsMessageReader(PipesCloudWatchMessageReader): - def no_messages_debug_text(self) -> str: - return "Attempted to read messages by extracting them from the tail of CloudWatch logs directly." + pass @experimental @@ -285,22 +345,22 @@ class PipesGlueClient(PipesClient, TreatAsResourceParam): """A pipes client for invoking AWS Glue jobs. Args: - client (boto3.client): The boto Glue client used to call invoke. context_injector (Optional[PipesContextInjector]): A context injector to use to inject 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`. + client (Optional[boto3.client]): The boto Glue client used to launch the Glue job """ def __init__( self, - client: boto3.client, context_injector: PipesContextInjector, - message_reader: Optional[PipesMessageReader] = None, + message_reader: Optional[PipesGlueLogsMessageReader] = None, + client: Optional[boto3.client] = None, ): - self._client = client + self._client = client or boto3.client("glue") self._context_injector = context_injector - self._message_reader = message_reader or PipesCloudWatchMessageReader() + self._message_reader = message_reader or PipesGlueLogsMessageReader() @classmethod def _is_dagster_maintained(cls) -> bool: @@ -377,18 +437,11 @@ def run( # so we need to filter them out params = {k: v for k, v in params.items() if v is not None} + start_timestamp = time.time() + try: response = self._client.start_job_run(**params) - run_id = response["JobRunId"] - context.log.info(f"Started AWS Glue job {job_name} run: {run_id}") - response = self._wait_for_job_run_completion(job_name, run_id) - if response["JobRun"]["JobRunState"] == "FAILED": - raise RuntimeError( - f"Glue job {job_name} run {run_id} failed:\n{response['JobRun']['ErrorMessage']}" - ) - else: - context.log.info(f"Glue job {job_name} run {run_id} completed successfully") except ClientError as err: context.log.error( @@ -399,11 +452,26 @@ def run( ) raise - # TODO: get logs from CloudWatch. there are 2 separate streams for stdout and driver stderr to read from - # the log group can be found in the response from start_job_run, and the log stream is the job run id - # worker logs have log streams like: _ but we probably don't need to read those + run_id = response["JobRunId"] + + log_group = self._client.get_job_run(JobName=job_name, RunId=run_id)["JobRun"]["LogGroupName"] + self._register_interruption_handler(context, job_name, run_id) + context.log.info(f"Started AWS Glue job {job_name} run: {run_id}") + + response = self._wait_for_job_run_completion(job_name, run_id) + + if response["JobRun"]["JobRunState"] == "FAILED": + raise RuntimeError( + f"Glue job {job_name} run {run_id} failed:\n{response['JobRun']['ErrorMessage']}" + ) + else: + context.log.info(f"Glue job {job_name} run {run_id} completed successfully") + + if isinstance(self._message_reader, PipesGlueLogsMessageReader): + # TODO: receive messages from a background thread in real-time + self._message_reader.consume_cloudwatch_logs(f"{log_group}/output", run_id, + start_time=int(start_timestamp)) - # should probably have a way to return the lambda result payload return PipesClientCompletedInvocation(session) def _wait_for_job_run_completion(self, job_name: str, run_id: str) -> Dict[str, Any]: From 90281066ef78976561ccb93afa974d134713cdad Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Wed, 31 Jul 2024 20:35:23 +0200 Subject: [PATCH 2/3] small fixes --- .../dagster-aws/dagster_aws/pipes.py | 72 ++++++++++--------- 1 file changed, 38 insertions(+), 34 deletions(-) diff --git a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py index d830df6b96e23..98775dd18c4ca 100644 --- a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py +++ b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py @@ -3,13 +3,22 @@ import os import random import string -import sys import time from contextlib import contextmanager -from threading import Thread -from typing import TYPE_CHECKING, Any, Dict, Iterator, Literal, Mapping, Optional, Sequence, List, Generator -from typing import TypedDict -import signal +from typing import ( + TYPE_CHECKING, + Any, + Dict, + Generator, + Iterator, + List, + Literal, + Mapping, + Optional, + Sequence, + TypedDict, +) + import boto3 import dagster._check as check from botocore.exceptions import ClientError @@ -171,9 +180,8 @@ class PipesCloudWatchMessageReader(PipesMessageReader): """Message reader that consumes AWS CloudWatch logs to read pipes messages.""" def __init__(self, client: Optional[boto3.client] = None): - """ - Args: - client (boto3.client): boto3 CloudWatch client. + """Args: + client (boto3.client): boto3 CloudWatch client. """ self.client = client or boto3.client("logs") @@ -190,17 +198,18 @@ def read_messages( self._handler = None def consume_cloudwatch_logs( - self, log_group: str, log_stream: str, start_time: Optional[int] = None, end_time: Optional[int] = None, + self, + log_group: str, + log_stream: str, + start_time: Optional[int] = None, + end_time: Optional[int] = None, ) -> None: handler = check.not_none( self._handler, "Can only consume logs within context manager scope." ) for events_batch in self._get_all_cloudwatch_events( - log_group=log_group, - log_stream=log_stream, - start_time=start_time, - end_time=end_time + log_group=log_group, log_stream=log_stream, start_time=start_time, end_time=end_time ): for event in events_batch: for log_line in event["message"].splitlines(): @@ -210,16 +219,14 @@ def no_messages_debug_text(self) -> str: return "Attempted to read messages by extracting them from the tail of CloudWatch logs directly." def _get_all_cloudwatch_events( - self, - log_group: str, - log_stream: str, - start_time: Optional[int] = None, - end_time: Optional[int] = None - ) -> Generator[List[CloudWatchEvent], None, None]: - """ - Returns batches of CloudWatch events until the stream is complete or end_time. - """ - params = { + self, + log_group: str, + log_stream: str, + start_time: Optional[int] = None, + end_time: Optional[int] = None, + ) -> Generator[List[CloudWatchEvent], None, None]: + """Returns batches of CloudWatch events until the stream is complete or end_time.""" + params: Dict[str, Any] = { "logGroupName": log_group, "logStreamName": log_stream, } @@ -229,18 +236,14 @@ def _get_all_cloudwatch_events( if end_time is not None: params["endTime"] = end_time - response = self.client.get_log_events( - **params - ) + response = self.client.get_log_events(**params) while events := response.get("events"): yield events params["nextToken"] = response["nextForwardToken"] - response = self.client.get_log_events( - **params - ) + response = self.client.get_log_events(**params) class PipesLambdaEventContextInjector(PipesEnvContextInjector): @@ -442,7 +445,6 @@ def run( try: response = self._client.start_job_run(**params) - except ClientError as err: context.log.error( "Couldn't create job %s. Here's why: %s: %s", @@ -454,8 +456,9 @@ def run( run_id = response["JobRunId"] - log_group = self._client.get_job_run(JobName=job_name, RunId=run_id)["JobRun"]["LogGroupName"] - self._register_interruption_handler(context, job_name, run_id) + log_group = self._client.get_job_run(JobName=job_name, RunId=run_id)["JobRun"][ + "LogGroupName" + ] context.log.info(f"Started AWS Glue job {job_name} run: {run_id}") response = self._wait_for_job_run_completion(job_name, run_id) @@ -469,8 +472,9 @@ def run( if isinstance(self._message_reader, PipesGlueLogsMessageReader): # TODO: receive messages from a background thread in real-time - self._message_reader.consume_cloudwatch_logs(f"{log_group}/output", run_id, - start_time=int(start_timestamp)) + self._message_reader.consume_cloudwatch_logs( + f"{log_group}/output", run_id, start_time=int(start_timestamp) + ) return PipesClientCompletedInvocation(session) From 18aafe349aa752ee02c6468287a39ae7e5c04a2f Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Thu, 1 Aug 2024 00:03:06 +0200 Subject: [PATCH 3/3] rebuild docs --- docs/content/api/modules.json.gz | Bin 1460837 -> 1462079 bytes docs/content/api/searchindex.json.gz | Bin 70608 -> 70592 bytes docs/content/api/sections.json.gz | Bin 523404 -> 523095 bytes .../concepts/dagster-pipes/aws-glue.mdx | 13 ++++++------- docs/next/public/objects.inv | Bin 28950 -> 28948 bytes .../dagster-aws/dagster_aws/pipes.py | 2 +- 6 files changed, 7 insertions(+), 8 deletions(-) diff --git a/docs/content/api/modules.json.gz b/docs/content/api/modules.json.gz index e5fd58845027d58782175402d7f0825842434ee6..0c9c35e07f0f63e4ad7c71a8c4445731040ff8ab 100644 GIT binary patch delta 1328660 zcmV)CK*GP}lv%%?S$`jk2ndt3s%8TJZEs|CY-MvUYIARH0PMX9ciTpmDEwDyoOAk! z-4tyndFdH-+%t-;q&4yOBqixSZXKuy6iGxNz+jQg$rEs z_GlEn`1g~UJDqv(Z~X5kfB$w7vcLb^|2A4s|L@;E75~HkuD*Ti!`CKZFi$@v#gBdb zI9@JXe_H+p{(rtZUj$)XF#>#k$$m?iZ?p6p|Mt@*)mlZm^^s)#+DmcbLzt%VUy*Kua*n;59&MKY8*3Aj_kmn 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= 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 +109,7 @@ Next, add the `PipesGlueClient` resource to your project's c%_)KLj&zp>d;M0PYEHM0N>$V|AtaLY)?AUhdCPLAYn+m8xPq zEk>DIOkR`rnv1lg?jnp(5mzT!uOc`WON%cOq}*!B0vSNeGbwDWf10tZO+Y0hZ=hbX zFRo40mKMSz$6}e z=Oto)cP}_jJ3zT+;y|fV*rwPQ)rN`NJzjuBW9lM0gSt8fKLU^{HcR_rjATaW=gd#? zSabK9H1_5Q3c8bRfA>ON+^TMCRir}Wjole_AF!Ly=x?w~VH^bu5QiWSvM8-44CW;} zpxk{*Q0=!^^o|)U(;fC0JwF#h_epV`oe91rAj{|HLH(D4Y-vPUGfku9I6q~9ewdYI z3kvLDF1J>DkSg`=6?KAGyFMTC22~Ovy*+|eP5}RE(O`t~e?EDI+ODjnaA}=~GS|Tm 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z196;Ca=o<2+>&{Zqx+DDAKJ(L)xiRHio+Zle;cT%>6;9`N|^XGBCbW`tRW87;rW!D zrI7^Sy(K;)((}X@4opK`$^z5dj`dqdFdSijx{kj~ zZ|$d)(t0-Fi6ygz+5wc9CyKuma-!IabwjZinXQn;qR*qoQz+cNdrKqDnt02i85hFO TPPJ$gpKsV-rXBh})cO#3#(p$h diff --git a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py index 98775dd18c4ca..b1f3e622148ea 100644 --- a/python_modules/libraries/dagster-aws/dagster_aws/pipes.py +++ b/python_modules/libraries/dagster-aws/dagster_aws/pipes.py @@ -350,7 +350,7 @@ class PipesGlueClient(PipesClient, TreatAsResourceParam): Args: context_injector (Optional[PipesContextInjector]): A context injector to use to inject context into the Glue job, for example, :py:class:`PipesGlueContextInjector`. - message_reader (Optional[PipesMessageReader]): A message reader to use to read messages + message_reader (Optional[PipesGlueMessageReader]): A message reader to use to read messages from the glue job run. Defaults to :py:class:`PipesGlueLogsMessageReader`. client (Optional[boto3.client]): The boto Glue client used to launch the Glue job """

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