From 6eb6027070d1dd38e33c29abe077129872fdf515 Mon Sep 17 00:00:00 2001 From: Daniel Gafni Date: Thu, 18 Jul 2024 09:43:18 +0300 Subject: [PATCH] [docs] [dagster-aws] add docs for PipesGlueClient (#22969) Adding docs for Glue Dagster Pipes --------- Co-authored-by: Marco polo Co-authored-by: prha <1040172+prha@users.noreply.github.com> Co-authored-by: Erin Cochran (cherry picked from commit c4328ab4a12c7ae1e34841aee89ff720f840b7f2) --- docs/content/_navigation.json | 4 + docs/content/api/modules.json.gz | Bin 1483846 -> 1483880 bytes docs/content/api/searchindex.json.gz | Bin 71275 -> 71379 bytes docs/content/api/sections.json.gz | Bin 529491 -> 529609 bytes docs/content/concepts.mdx | 4 + .../concepts/dagster-pipes/aws-glue.mdx | 148 ++++++++++++++++++ docs/next/public/objects.inv | Bin 29266 -> 29307 bytes .../api/apidocs/libraries/dagster-aws.rst | 2 + .../api/apidocs/libraries/dagster-pipes.rst | 2 + .../dagster_pipes/glue/dagster_code.py | 49 ++++++ .../dagster/dagster_pipes/glue/glue_script.py | 25 +++ 11 files changed, 234 insertions(+) create mode 100644 docs/content/concepts/dagster-pipes/aws-glue.mdx create mode 100644 examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/dagster_code.py create mode 100644 examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/glue_script.py diff --git a/docs/content/_navigation.json b/docs/content/_navigation.json index 53b5bb905be01..195fa13520c5e 100644 --- a/docs/content/_navigation.json +++ b/docs/content/_navigation.json @@ -365,6 +365,10 @@ } ] }, + { + "title": "Dagster Pipes + AWS Glue", + "path": "/concepts/dagster-pipes/aws-glue" + }, { "title": "Dagster Pipes + AWS Lambda", "path": "/concepts/dagster-pipes/aws-lambda" diff --git a/docs/content/api/modules.json.gz b/docs/content/api/modules.json.gz index 4263b82a3897814416713bfe2adb655db0b71006..9e4e2a664bf5011279e50d66a88f3f0f97bc472c 100644 GIT binary patch delta 1455536 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z{rdh@8LY0_OhiG8d=0tu-rwKXShI>b0?f$V_@ru#&|R!a#5V-!meu_$P8$z>gIs^g z-@5;vzjX^_fMJeHQ!Q*Mhkxl(2m=}SbJR`VKTew7t7g6T%dPmijA>Z3a}8=_LOqjN zwuHi_tae(0Wv&J<2F1P+ytruoi$$cwsRJ`Ncw2fwngNx$xitw?Za04vDf)cNQ>ajH z80*#GeX;Wz&7ooLYRU4WPIJ_04pe`qDIzrniqu`RYA0niDiY9wI)vbXi#G)?CVm*fYKWLxzcJY41z;HNVe;R~0a7kWHM*W}Y z&v%p2-p9gZY40M8L5+Xg*`86RM2=PqdaD@+{u0@vjUdURiHiN(iyR6a3@CqCMF%ya z8+Um~ + 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 + +- **In the orchestration environment**, you'll need to: + + - Install the following packages: + + ```shell + pip install dagster dagster-webserver dagster-aws + ``` + + Refer to the [Dagster installation guide](/getting-started/install) for more info. + + - **An existing boto3 client that can authenticate to AWS.** If you don't have this set up already, refer to the [boto3 quickstart](https://boto3.amazonaws.com/v1/documentation/api/latest/guide/quickstart.html). + +- **In AWS**: + + - An existing AWS account + - An AWS Glue job with a Python 3.8+ runtime environment + +--- + +## Step 1: Provide the dagster-pipes module + +Provide the `dagster-pipes` module to the AWS Glue job either by installing it in the Glue job environment or packaging it along with the job script. + +--- + +## Step 2: Add dagster-pipes to the Glue job + +Call `open_dagster_pipes` in the Glue job script to create a context that can be used to send messages to Dagster: + +```python file=/guides/dagster/dagster_pipes/glue/glue_script.py +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!") + + +if __name__ == "__main__": + main() +``` + +--- + +## Step 3: Add the PipesGlueClient to Dagster code + +In the Dagster asset/op code, use the `PipesGlueClient` resource to launch the job: + +```python file=/guides/dagster/dagster_pipes/glue/dagster_code.py startafter=start_asset_marker endbefore=end_asset_marker +import os + +# dagster_glue_pipes.py +import boto3 +from dagster_aws.pipes import PipesGlueClient + +from dagster import AssetExecutionContext, asset + + +@asset +def glue_pipes_asset( + context: AssetExecutionContext, pipes_glue_client: PipesGlueClient +): + return pipes_glue_client.run( + context=context, + job_name="Example Job", + arguments={"some_parameter_value": "1"}, + ).get_materialize_result() +``` + +This will launch the AWS Glue job and monitor its status until it either fails or succeeds. A job failure will also cause the Dagster run to fail with an exception. + +--- + +## Step 4: Create Dagster definitions + +Next, add the `PipesGlueClient` resource to your project's object: + +```python file=/guides/dagster/dagster_pipes/glue/dagster_code.py startafter=start_definitions_marker endbefore=end_definitions_marker +from dagster import Definitions # noqa +from dagster_aws.pipes import PipesGlueContextInjector, PipesS3MessageReader + + +bucket = os.environ["DAGSTER_GLUE_S3_CONTEXT_BUCKET"] + + +defs = Definitions( + assets=[glue_pipes_asset], + resources={ + "pipes_glue_client": PipesGlueClient( + client=boto3.client("glue"), + context_injector=PipesGlueContextInjector( + client=boto3.client("s3"), + bucket=bucket, + ), + message_reader=PipesS3MessageReader( + client=boto3.client("s3"), bucket=bucket + ), + ) + }, +) +``` + +Dagster will now be able to launch the AWS Glue job from the `glue_pipes_asset` asset. + +--- + +## Related + + + + + diff --git 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zrYD`?H8TV|j}r^5BW?`GFJ3=rPrR5Xj>C6mZ$G8`GZeKOdjEAuL`)t@*03h!-kVH& z6MbNH2(t6(^RnknuDYuKGk?(8EkG9zLS46c@J%bvxTUSXJmtMR==zxqQ#Ns4K`j+w zRKsLv@-4D?>OH3>gg<4aTi`Y%!ZbzfK2V3b76ZiITujsVyt@sJ=-`Ghn0@22`0)Nq zlP^a~crya6MF6G<`^OC6O){2c>LdZMwCmAso$FT&oGYnKR?I9&Lw|`(W;os^sZ$Q= zLL<#_o=cWxebum{f%^4SjXCSm^OaO`f65T$$ZsE~BPHinPTvOtUIlUC4PQPv|>%;th-`dp$SP3$=~_yY%PWntA?E>IAru2ODzAs>IG) zR~BxekQzy8Vz)@BaZsy(1{1tiXE`rz`A@E-Mlyl4A+x4>7gWi1+A2bsnzm|?IlbPH tq}4K2G<%#i+|GpEcd#r|o0h;bYqON&pWGfrZFqd=$IE!D#~(6IVV{THg4O^4 diff --git a/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst b/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst index 85895f1cf46e9..a0b72ecb195f0 100644 --- a/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst +++ b/docs/sphinx/sections/api/apidocs/libraries/dagster-aws.rst @@ -100,6 +100,8 @@ Pipes .. autoclass:: dagster_aws.pipes.PipesLambdaClient +.. autoclass:: dagster_aws.pipes.PipesGlueClient + Legacy -------- diff --git a/docs/sphinx/sections/api/apidocs/libraries/dagster-pipes.rst b/docs/sphinx/sections/api/apidocs/libraries/dagster-pipes.rst index b0f7a801f7876..38cab580fec18 100644 --- a/docs/sphinx/sections/api/apidocs/libraries/dagster-pipes.rst +++ b/docs/sphinx/sections/api/apidocs/libraries/dagster-pipes.rst @@ -51,6 +51,8 @@ Params loaders load the bootstrap payload from some globally accessible key-valu .. autoclass:: PipesEnvVarParamsLoader +.. autoclass:: PipesCliArgsParamsLoader + ---- Message writers 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 new file mode 100644 index 0000000000000..0dc0fb168ae56 --- /dev/null +++ b/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/dagster_code.py @@ -0,0 +1,49 @@ +# start_asset_marker +import os + +# dagster_glue_pipes.py +import boto3 +from dagster_aws.pipes import PipesGlueClient + +from dagster import AssetExecutionContext, asset + + +@asset +def glue_pipes_asset( + context: AssetExecutionContext, pipes_glue_client: PipesGlueClient +): + return pipes_glue_client.run( + context=context, + job_name="Example Job", + arguments={"some_parameter_value": "1"}, + ).get_materialize_result() + + +# end_asset_marker + +# start_definitions_marker + +from dagster import Definitions # noqa +from dagster_aws.pipes import PipesGlueContextInjector, PipesS3MessageReader + + +bucket = os.environ["DAGSTER_GLUE_S3_CONTEXT_BUCKET"] + + +defs = Definitions( + assets=[glue_pipes_asset], + resources={ + "pipes_glue_client": PipesGlueClient( + client=boto3.client("glue"), + context_injector=PipesGlueContextInjector( + client=boto3.client("s3"), + bucket=bucket, + ), + message_reader=PipesS3MessageReader( + client=boto3.client("s3"), bucket=bucket + ), + ) + }, +) + +# end_definitions_marker 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 new file mode 100644 index 0000000000000..8402f980f1866 --- /dev/null +++ b/examples/docs_snippets/docs_snippets/guides/dagster/dagster_pipes/glue/glue_script.py @@ -0,0 +1,25 @@ +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!") + + +if __name__ == "__main__": + main()

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