https://github.com/awslabs/aiops-modules

AIOps modules is a collection of reusable Infrastructure as Code (IaC) modules for Machine Learning (ML), Foundation Models (FM), Large Language Models (LLM) and GenAI development and operations on AWS

Science Score: 26.0%

This score indicates how likely this project is to be science-related based on various indicators:

○
CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
○
DOI references
○
Academic publication links
○
Academic email domains
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (3.9%) to scientific vocabulary

Keywords

aiops aws bedrock fmops genai llmops mlflow mlops sagemaker

Last synced: 5 months ago · JSON representation

Repository

Basic Info

Host: GitHub
Owner: awslabs
License: apache-2.0
Language: Python
Default Branch: main
Homepage:
Size: 7.4 MB

Statistics

Stars: 87
Watchers: 14
Forks: 31
Open Issues: 34
Releases: 11

Topics

aiops aws bedrock fmops genai llmops mlflow mlops sagemaker

Created about 2 years ago · Last pushed 6 months ago

Metadata Files

Readme Changelog Contributing License Code of conduct Notice

README.md

CodeLLama Fine-tune ModelBuild Project Template

This is a sample code repository that demonstrates how the LLM CodeLlama can be fine-tuned with Amazon SageMaker pipelines. The pipeline fine-tunes the model with the provided data. After training, the model will be evaluated and it the score exceeds a certain threshold, the model will be registered to SageMaker Model Registry.

Owner

Name: Amazon Web Services - Labs
Login: awslabs
Kind: organization
Location: Seattle, WA

Website: http://amazon.com/aws/
Repositories: 914
Profile: https://github.com/awslabs

AWS Labs

GitHub Events

Total

Create event: 48
Release event: 4
Issues event: 15
Watch event: 36
Delete event: 38
Member event: 1
Issue comment event: 177
Push event: 76
Pull request event: 137
Pull request review event: 93
Pull request review comment event: 43
Fork event: 9

Last Year

Create event: 48
Release event: 4
Issues event: 15
Watch event: 36
Delete event: 38
Member event: 1
Issue comment event: 177
Push event: 76
Pull request event: 137
Pull request review event: 93
Pull request review comment event: 43
Fork event: 9

Issues and Pull Requests

Last synced: 5 months ago

All Time

Total issues: 40
Total pull requests: 306
Average time to close issues: 21 days
Average time to close pull requests: 5 days
Total issue authors: 8
Total pull request authors: 21
Average comments per issue: 0.23
Average comments per pull request: 1.79
Merged pull requests: 207
Bot issues: 23
Bot pull requests: 114

Past Year

Issues: 12
Pull requests: 88
Average time to close issues: 19 days
Average time to close pull requests: 5 days
Issue authors: 5
Pull request authors: 7
Average comments per issue: 0.25
Average comments per pull request: 1.68
Merged pull requests: 54
Bot issues: 4
Bot pull requests: 46

View more stats

Top Authors

Issue Authors

github-actions[bot] (22)
kukushking (8)
srinivasreddych (3)
EthanBunce (2)
nileshlathiya (2)
dgraeber (1)
JunjieTang-D1 (1)
dependabot[bot] (1)

Pull Request Authors

dependabot[bot] (109)
kukushking (85)
LeonLuttenberger (43)
clokep (12)
malachi-constant (8)
EthanBunce (8)
rtdurga (7)
github-actions[bot] (5)
NSUDE-GEORGE (5)
acbhatt12 (5)
lccasagrande (3)
srinivasreddych (3)
mahesh-balumuri (3)
saikatak (2)
JunjieTang-D1 (2)

Top Labels

Issue Labels

workflows (22) backlog (22) enhancement (14) bug (3) dependencies (1) javascript (1)

Pull Request Labels

dependencies (108) python (51) javascript (19) workflows (8) enhancement (5) backlog (5) bug (3) documentation (1)

Dependencies

.github/workflows/module-checks.yml actions

actions/checkout v3 composite
actions/setup-python v4 composite

modules/sagemaker/sagemaker-endpoint/pyproject.toml pypi

modules/sagemaker/sagemaker-endpoint/requirements.txt pypi

aws-cdk-lib ==2.126.0
boto3 ==1.34.35
cdk-nag ==2.28.27
yamldataclassconfig ==1.5.0

requirements-dev.txt pypi

black * development
cdk-nag ==2.12.29 development
cfn-lint * development
check-manifest * development
click ==8.0.2 development
flake8 * development
isort * development
mypy * development
pip-tools * development
pydot * development
pylint * development
pyroma * development
pytest * development
pytest-cov * development
pytest-ordering * development
python-dotenv * development
twine * development
types-PyYAML * development
types-setuptools * development
wheel * development

requirements.txt pypi

seed-farmer *

modules/mlflow/mlflow-image/src/Dockerfile docker

python 3.10.12 build

modules/mlflow/mlflow-fargate/pyproject.toml pypi

modules/mlflow/mlflow-fargate/requirements.in pypi

aws-cdk-lib ==2.128.0
boto3 ==1.34.35
cdk-nag ==2.28.27
cdk_ecr_deployment ==2.5.30

modules/mlflow/mlflow-fargate/requirements.txt pypi

attrs ==23.1.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.1
aws-cdk-lib ==2.128.0
boto3 ==1.34.35
botocore ==1.34.43
cattrs ==23.1.2
cdk-ecr-deployment ==2.5.30
cdk-nag ==2.28.27
constructs ==10.0.91
exceptiongroup ==1.1.3
importlib-resources ==6.1.0
jmespath ==1.0.1
jsii ==1.94.0
publication ==0.0.3
python-dateutil ==2.8.2
s3transfer ==0.10.0
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.8.0
urllib3 ==1.26.18
zipp ==3.17.0

modules/sagemaker/sagemaker-studio/functions/sm_studio/enable_sm_projects/requirements.txt pypi

cfnresponse *
urllib3 <2

modules/sagemaker/sagemaker-studio/pyproject.toml pypi

modules/sagemaker/sagemaker-studio/requirements.txt pypi

aws-cdk-lib ==2.128.0
aws_cdk.aws_lambda_python_alpha ==2.128.0a0
cdk-nag ==2.28.40

.github/workflows/one-click-template-lint.yml actions

actions/checkout v4 composite
actions/setup-python v5 composite

modules/fmops/sagemaker-jumpstart-fm-endpoint/package-lock.json npm

557 dependencies

modules/fmops/sagemaker-jumpstart-fm-endpoint/package.json npm

@types/jest ^29.5.5 development
@types/node 20.7.1 development
@typescript-eslint/eslint-plugin ^6.21.0 development
@typescript-eslint/parser ^6.21.0 development
aws-cdk 2.130.0 development
cypress ^13.6.1 development
jest ^29.7.0 development
prettier ^3.1.1 development
ts-jest ^29.1.1 development
ts-node ^10.9.1 development
typescript ~5.2.2 development
@cdklabs/generative-ai-cdk-constructs ^0.1.74
aws-cdk-lib ^2.130.0
constructs ^10.3.0
source-map-support ^0.5.21

modules/sagemaker/sagemaker-notebook/pyproject.toml pypi

modules/sagemaker/sagemaker-notebook/requirements.txt pypi

aws-cdk-lib *
cdk-nag *
configobj *
constructs *
pydantic *
pydantic-settings *

modules/fmops/sagemaker-hugging-face-endpoint/package-lock.json npm

557 dependencies

modules/fmops/sagemaker-hugging-face-endpoint/package.json npm

@types/jest ^29.5.5 development
@types/node 20.7.1 development
@typescript-eslint/eslint-plugin ^6.21.0 development
@typescript-eslint/parser ^6.21.0 development
aws-cdk 2.130.0 development
cdk-nag ^2.28.55 development
cypress ^13.6.1 development
jest ^29.7.0 development
prettier ^3.1.1 development
ts-jest ^29.1.1 development
ts-node ^10.9.1 development
typescript ~5.2.2 development
@cdklabs/generative-ai-cdk-constructs ^0.1.74
aws-cdk-lib ^2.130.0
constructs ^10.3.0
source-map-support ^0.5.21

modules/sagemaker/sagemaker-templates-service-catalog/images/zip-image/Dockerfile docker

public.ecr.aws/docker/library/alpine latest build

modules/sagemaker/sagemaker-templates-service-catalog/pyproject.toml pypi

modules/sagemaker/sagemaker-templates-service-catalog/requirements.in pypi

aws-cdk-lib ==2.130.0
boto3 ==1.34.35
cdk-nag ==2.28.27

modules/sagemaker/sagemaker-templates-service-catalog/requirements.txt pypi

attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.1
aws-cdk-lib ==2.130.0
boto3 ==1.34.35
botocore ==1.34.51
cattrs ==23.2.3
cdk-nag ==2.28.27
constructs ==10.3.0
exceptiongroup ==1.2.0
importlib-resources ==6.1.2
jmespath ==1.0.1
jsii ==1.94.0
publication ==0.0.3
python-dateutil ==2.8.2
s3transfer ==0.10.0
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.10.0
urllib3 ==1.26.18
zipp ==3.17.0

.github/workflows/check-integration-tests.yml actions

JasonEtco/create-an-issue v2 composite
actions/checkout v4 composite

modules/sagemaker/sagemaker-model-cicd/package-lock.json npm

423 dependencies

modules/sagemaker/sagemaker-model-cicd/package.json npm

@types/jest ^29.5.12 development
@types/node 20.14.2 development
@typescript-eslint/eslint-plugin ^7.14.1 development
@typescript-eslint/parser ^7.14.1 development
aws-cdk 2.147.1 development
eslint ^8.57.0 development
jest ^29.7.0 development
prettier ^3.3.2 development
prettier-plugin-organize-imports ^3.2.4 development
ts-jest ^29.1.4 development
ts-node ^10.9.2 development
typescript ~5.4.5 development
zod ^3.23.8 development
aws-cdk-lib 2.147.1
cdk-nag ^2.28.149
constructs ^10.0.0
source-map-support ^0.5.21
zod-validation-error ^3.3.0

modules/examples/personas/pyproject.toml pypi

modules/examples/personas/requirements.in pypi

attrs ==23.2.0
aws-cdk-lib ==2.137.0
boto3 *
cdk-nag ==2.28.89
pydantic *
pydantic-settings *

modules/examples/personas/requirements.txt pypi

annotated-types ==0.7.0
attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.3
aws-cdk-lib ==2.137.0
boto3 ==1.34.84
botocore ==1.34.84
cattrs ==22.1.0
cdk-nag ==2.28.89
constructs ==10.1.37
exceptiongroup ==1.2.0
importlib-resources ==6.4.0
jmespath ==1.0.0
jsii ==1.97.0
publication ==0.0.3
pydantic ==2.5.3
pydantic-core ==2.14.6
pydantic-settings ==2.0.3
python-dateutil ==2.8.2
python-dotenv ==1.0.1
s3transfer ==0.10.1
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.7.1
urllib3 ==1.26.19
zipp ==3.18.1

modules/sagemaker/sagemaker-templates-service-catalog/templates/finetune_llm_evaluation/seed_code/build_app/source_scripts/requirements.txt pypi

accelerate ==0.21.0
bitsandbytes ==0.40.2
peft ==0.4.0
safetensors >=0.3.1
tokenizers >=0.13.3
torch >=2.0.0
transformers ==4.38.0

modules/sagemaker/sagemaker-custom-kernel/docker/echo-kernel/Dockerfile docker

public.ecr.aws/docker/library/python 3.6 build

modules/sagemaker/sagemaker-custom-kernel/pyproject.toml pypi

modules/sagemaker/sagemaker-custom-kernel/requirements.txt pypi

aws-cdk-lib ==2.135.0
cdk-ecr-deployment ==3.0.43
cdk-nag ==2.12.29
constructs >=10.0.0,<11.0.0

data/mwaa/requirements/constraint-requirements.txt pypi

Authlib ==1.3.0
Babel ==2.14.0
ConfigUpdater ==3.2
Deprecated ==1.2.14
Flask ==2.2.5
Flask-AppBuilder ==4.3.10
Flask-Babel ==2.0.0
Flask-Bcrypt ==1.0.1
Flask-Caching ==2.1.0
Flask-JWT-Extended ==4.6.0
Flask-Limiter ==3.5.0
Flask-Login ==0.6.3
Flask-SQLAlchemy ==2.5.1
Flask-Session ==0.5.0
Flask-WTF ==1.2.1
GitPython ==3.1.41
JPype1 ==1.5.0
JayDeBeApi ==1.2.3
Jinja2 ==3.1.3
Js2Py ==0.74
Mako ==1.3.0
Markdown ==3.5.2
MarkupSafe ==2.1.3
PyGithub ==2.1.1
PyHive ==0.7.0
PyJWT ==2.8.0
PyNaCl ==1.5.0
PyYAML ==6.0.1
Pygments ==2.17.2
SQLAlchemy ==1.4.51
SQLAlchemy-JSONField ==1.0.2
SQLAlchemy-Utils ==0.41.1
SecretStorage ==3.3.3
Sphinx ==5.3.0
WTForms ==3.1.2
Werkzeug ==2.2.3
adal ==1.2.7
adlfs ==2023.12.0
aiobotocore ==2.11.2
aiofiles ==23.2.1
aiohttp ==3.9.1
aioitertools ==0.11.0
aioresponses ==0.7.6
aiosignal ==1.3.1
alabaster ==0.7.16
alembic ==1.13.1
alibabacloud-adb20211201 ==1.2.6
alibabacloud-tea ==0.3.5
alibabacloud_credentials ==0.3.2
alibabacloud_endpoint_util ==0.0.3
alibabacloud_gateway_spi ==0.0.1
alibabacloud_openapi_util ==0.2.2
alibabacloud_tea_openapi ==0.3.8
alibabacloud_tea_util ==0.3.11
alibabacloud_tea_xml ==0.0.2
aliyun-python-sdk-core ==2.14.0
aliyun-python-sdk-kms ==2.16.2
amqp ==5.2.0
analytics-python ==1.2.9
annotated-types ==0.6.0
anyascii ==0.3.2
anyio ==4.2.0
apache-airflow-providers-airbyte ==3.5.1
apache-airflow-providers-alibaba ==2.7.1
apache-airflow-providers-amazon ==8.16.0
apache-airflow-providers-apache-beam ==5.5.0
apache-airflow-providers-apache-cassandra ==3.4.1
apache-airflow-providers-apache-drill ==2.6.0
apache-airflow-providers-apache-druid ==3.7.0
apache-airflow-providers-apache-flink ==1.3.0
apache-airflow-providers-apache-hdfs ==4.3.2
apache-airflow-providers-apache-hive ==6.4.1
apache-airflow-providers-apache-impala ==1.3.0
apache-airflow-providers-apache-kafka ==1.3.1
apache-airflow-providers-apache-kylin ==3.5.0
apache-airflow-providers-apache-livy ==3.7.1
apache-airflow-providers-apache-pig ==4.3.0
apache-airflow-providers-apache-pinot ==4.3.0
apache-airflow-providers-apache-spark ==4.7.0
apache-airflow-providers-apprise ==1.2.1
apache-airflow-providers-arangodb ==2.4.1
apache-airflow-providers-asana ==2.4.1
apache-airflow-providers-atlassian-jira ==2.5.0
apache-airflow-providers-celery ==3.5.1
apache-airflow-providers-cloudant ==3.4.1
apache-airflow-providers-cncf-kubernetes ==7.13.0
apache-airflow-providers-cohere ==1.1.1
apache-airflow-providers-common-io ==1.2.0
apache-airflow-providers-common-sql ==1.10.0
apache-airflow-providers-databricks ==6.0.0
apache-airflow-providers-datadog ==3.5.1
apache-airflow-providers-dbt-cloud ==3.5.1
apache-airflow-providers-dingding ==3.4.0
apache-airflow-providers-discord ==3.5.0
apache-airflow-providers-docker ==3.9.1
apache-airflow-providers-elasticsearch ==5.3.1
apache-airflow-providers-exasol ==4.4.1
apache-airflow-providers-facebook ==3.4.0
apache-airflow-providers-ftp ==3.7.0
apache-airflow-providers-github ==2.5.1
apache-airflow-providers-google ==10.13.1
apache-airflow-providers-grpc ==3.4.1
apache-airflow-providers-hashicorp ==3.6.1
apache-airflow-providers-http ==4.8.0
apache-airflow-providers-imap ==3.5.0
apache-airflow-providers-influxdb ==2.4.0
apache-airflow-providers-jdbc ==4.2.1
apache-airflow-providers-jenkins ==3.5.1
apache-airflow-providers-microsoft-azure ==8.5.1
apache-airflow-providers-microsoft-mssql ==3.6.0
apache-airflow-providers-microsoft-psrp ==2.5.0
apache-airflow-providers-microsoft-winrm ==3.4.0
apache-airflow-providers-mongo ==3.5.0
apache-airflow-providers-mysql ==5.5.1
apache-airflow-providers-neo4j ==3.5.0
apache-airflow-providers-odbc ==4.4.0
apache-airflow-providers-openai ==1.1.0
apache-airflow-providers-openfaas ==3.4.0
apache-airflow-providers-openlineage ==1.4.0
apache-airflow-providers-opensearch ==1.1.1
apache-airflow-providers-opsgenie ==5.5.0
apache-airflow-providers-oracle ==3.9.1
apache-airflow-providers-pagerduty ==3.6.0
apache-airflow-providers-papermill ==3.6.0
apache-airflow-providers-pgvector ==1.1.0
apache-airflow-providers-pinecone ==1.1.1
apache-airflow-providers-postgres ==5.10.0
apache-airflow-providers-presto ==5.4.0
apache-airflow-providers-redis ==3.6.0
apache-airflow-providers-salesforce ==5.6.1
apache-airflow-providers-samba ==4.5.0
apache-airflow-providers-segment ==3.4.0
apache-airflow-providers-sendgrid ==3.4.0
apache-airflow-providers-sftp ==4.8.1
apache-airflow-providers-singularity ==3.4.0
apache-airflow-providers-slack ==8.5.1
apache-airflow-providers-smtp ==1.5.0
apache-airflow-providers-snowflake ==5.2.1
apache-airflow-providers-sqlite ==3.7.0
apache-airflow-providers-ssh ==3.10.0
apache-airflow-providers-tableau ==4.4.0
apache-airflow-providers-tabular ==1.4.1
apache-airflow-providers-telegram ==4.3.0
apache-airflow-providers-trino ==5.6.0
apache-airflow-providers-vertica ==3.7.0
apache-airflow-providers-weaviate ==1.3.0
apache-airflow-providers-yandex ==3.7.1
apache-airflow-providers-zendesk ==4.6.0
apache-beam ==2.53.0
apispec ==6.4.0
apprise ==1.7.1
argcomplete ==3.2.1
asana ==3.2.2
asgiref ==3.7.2
asn1crypto ==1.5.1
astroid ==2.15.8
asttokens ==2.4.1
atlasclient ==1.0.0
atlassian-python-api ==3.41.5
attrs ==23.2.0
aws-sam-translator ==1.83.0
aws-xray-sdk ==2.12.1
azure-batch ==14.1.0
azure-common ==1.1.28
azure-core ==1.29.6
azure-cosmos ==4.5.1
azure-datalake-store ==0.0.53
azure-identity ==1.15.0
azure-keyvault-secrets ==4.7.0
azure-kusto-data ==4.3.1
azure-mgmt-containerinstance ==10.1.0
azure-mgmt-containerregistry ==10.3.0
azure-mgmt-core ==1.4.0
azure-mgmt-cosmosdb ==9.4.0
azure-mgmt-datafactory ==4.0.0
azure-mgmt-datalake-nspkg ==3.0.1
azure-mgmt-datalake-store ==0.5.0
azure-mgmt-nspkg ==3.0.2
azure-mgmt-resource ==23.0.1
azure-mgmt-storage ==21.1.0
azure-nspkg ==3.0.2
azure-servicebus ==7.11.4
azure-storage-blob ==12.19.0
azure-storage-file-datalake ==12.14.0
azure-storage-file-share ==12.15.0
azure-synapse-artifacts ==0.18.0
azure-synapse-spark ==0.7.0
backoff ==2.2.1
bcrypt ==4.1.2
beautifulsoup4 ==4.12.2
billiard ==4.2.0
bitarray ==2.9.2
black ==24.1a1
blinker ==1.7.0
boto3 ==1.33.13
botocore ==1.33.13
cachelib ==0.9.0
cachetools ==5.3.2
cassandra-driver ==3.29.0
cattrs ==23.2.3
celery ==5.3.6
certifi ==2023.11.17
cffi ==1.16.0
cfgv ==3.4.0
cfn-lint ==0.83.8
cgroupspy ==0.2.2
chardet ==5.2.0
charset-normalizer ==3.3.2
checksumdir ==1.2.0
ciso8601 ==2.3.1
click ==8.1.7
click-didyoumean ==0.3.0
click-plugins ==1.1.1
click-repl ==0.3.0
clickclick ==20.10.2
cloudant ==2.15.0
cloudpickle ==2.2.1
cohere ==4.44
colorama ==0.4.6
colorlog ==4.8.0
comm ==0.2.1
confluent-kafka ==2.3.0
connexion ==2.14.2
coverage ==7.4.0
crcmod ==1.7
cron-descriptor ==1.4.0
croniter ==2.0.1
cryptography ==41.0.7
curlify ==2.2.1
databricks-sql-connector ==2.9.3
datadog ==0.47.0
db-dtypes ==1.2.0
debugpy ==1.8.0
decorator ==5.1.1
defusedxml ==0.7.1
deltalake ==0.15.1
dill ==0.3.8
distlib ==0.3.8
distro ==1.9.0
dnspython ==2.4.2
docker ==7.0.0
docopt ==0.6.2
docutils ==0.20.1
duckdb ==0.9.2
ecdsa ==0.18.0
editables ==0.5
elastic-transport ==8.11.0
elasticsearch ==8.11.1
email-validator ==1.3.1
entrypoints ==0.4
eralchemy2 ==1.3.8
et-xmlfile ==1.1.0
eventlet ==0.34.3
execnet ==2.0.2
executing ==2.0.1
facebook-business ==18.0.5
fastavro ==1.9.3
fasteners ==0.19
fastjsonschema ==2.19.1
filelock ==3.13.1
flower ==2.0.1
frozenlist ==1.4.1
fsspec ==2023.12.2
future ==0.18.3
gcloud-aio-auth ==4.2.3
gcloud-aio-bigquery ==7.0.0
gcloud-aio-storage ==9.0.0
gcsfs ==2023.12.2.post1
geomet ==0.2.1.post1
gevent ==23.9.1
gitdb ==4.0.11
google-ads ==22.1.0
google-analytics-admin ==0.22.2
google-api-core ==2.15.0
google-api-python-client ==2.113.0
google-auth ==2.26.2
google-auth-httplib2 ==0.2.0
google-auth-oauthlib ==1.2.0
google-cloud-aiplatform ==1.39.0
google-cloud-appengine-logging ==1.4.0
google-cloud-audit-log ==0.2.5
google-cloud-automl ==2.12.0
google-cloud-batch ==0.17.7
google-cloud-bigquery ==3.16.0
google-cloud-bigquery-datatransfer ==3.13.0
google-cloud-bigquery-storage ==2.24.0
google-cloud-bigtable ==2.22.0
google-cloud-build ==3.22.0
google-cloud-compute ==1.15.0
google-cloud-container ==2.37.0
google-cloud-core ==2.4.1
google-cloud-datacatalog ==3.17.2
google-cloud-dataflow-client ==0.8.6
google-cloud-dataform ==0.5.5
google-cloud-dataplex ==1.11.0
google-cloud-dataproc ==5.8.0
google-cloud-dataproc-metastore ==1.14.0
google-cloud-dlp ==3.14.0
google-cloud-kms ==2.20.0
google-cloud-language ==2.12.0
google-cloud-logging ==3.9.0
google-cloud-memcache ==1.8.0
google-cloud-monitoring ==2.18.0
google-cloud-orchestration-airflow ==1.10.0
google-cloud-os-login ==2.13.0
google-cloud-pubsub ==2.19.0
google-cloud-redis ==2.14.0
google-cloud-resource-manager ==1.11.0
google-cloud-run ==0.10.1
google-cloud-secret-manager ==2.17.0
google-cloud-spanner ==3.41.0
google-cloud-speech ==2.23.0
google-cloud-storage ==2.14.0
google-cloud-storage-transfer ==1.10.0
google-cloud-tasks ==2.15.0
google-cloud-texttospeech ==2.15.1
google-cloud-translate ==3.14.0
google-cloud-videointelligence ==2.12.0
google-cloud-vision ==3.5.0
google-cloud-workflows ==1.13.0
google-crc32c ==1.5.0
google-re2 ==1.1
google-resumable-media ==2.7.0
googleapis-common-protos ==1.62.0
graphql-core ==3.2.3
graphviz ==0.20.1
greenlet ==3.0.3
grpc-google-iam-v1 ==0.13.0
grpcio ==1.60.0
grpcio-gcp ==0.2.2
grpcio-status ==1.60.0
gssapi ==1.8.3
gunicorn ==21.2.0
h11 ==0.14.0
hatch ==1.9.1
hatchling ==1.21.0
hdfs ==2.7.3
hmsclient ==0.1.1
httpcore ==0.16.3
httplib2 ==0.22.0
httpx ==0.23.3
humanize ==4.9.0
hvac ==2.1.0
hyperlink ==21.0.0
icdiff ==2.0.7
identify ==2.5.33
idna ==3.6
ijson ==3.2.3
imagesize ==1.4.1
importlib-metadata ==6.11.0
importlib-resources ==6.1.1
impyla ==0.19.0
incremental ==22.10.0
inflection ==0.5.1
influxdb-client ==1.39.0
iniconfig ==2.0.0
ipdb ==0.13.13
ipykernel ==6.28.0
ipython ==8.20.0
isodate ==0.6.1
itsdangerous ==2.1.2
jaraco.classes ==3.3.0
jedi ==0.19.1
jeepney ==0.8.0
jmespath ==0.10.0
jschema-to-python ==1.2.3
json-merge-patch ==0.2
jsondiff ==2.0.0
jsonpatch ==1.33
jsonpath-ng ==1.6.1
jsonpickle ==3.0.2
jsonpointer ==2.4
jsonschema ==4.20.0
jsonschema-path ==0.3.2
jsonschema-specifications ==2023.12.1
junit-xml ==1.9
jupyter_client ==8.6.0
jupyter_core ==5.7.1
keyring ==24.3.0
kombu ==5.3.5
krb5 ==0.5.1
kubernetes ==23.6.0
kubernetes-asyncio ==24.2.3
kylinpy ==2.8.4
lazy-object-proxy ==1.10.0
ldap3 ==2.9.1
limits ==3.7.0
linkify-it-py ==2.0.2
lockfile ==0.12.2
loguru ==0.7.2
looker-sdk ==23.20.1
lxml ==5.1.0
lz4 ==4.3.3
markdown-it-py ==3.0.0
marshmallow ==3.20.2
marshmallow-oneofschema ==3.0.1
marshmallow-sqlalchemy ==0.26.1
matplotlib-inline ==0.1.6
mdit-py-plugins ==0.4.0
mdurl ==0.1.2
mmhash3 ==3.0.1
mongomock ==4.1.2
more-itertools ==10.2.0
moto ==4.2.13
mpmath ==1.3.0
msal ==1.26.0
msal-extensions ==1.1.0
msrest ==0.7.1
msrestazure ==0.6.4
multi_key_dict ==2.0.3
multidict ==6.0.4
mypy ==1.2.0
mypy-boto3-appflow ==1.34.0
mypy-boto3-rds ==1.34.6
mypy-boto3-redshift-data ==1.34.0
mypy-boto3-s3 ==1.34.14
mypy-extensions ==1.0.0
mysql-connector-python ==8.0.29
mysqlclient ==2.2.1
nbclient ==0.9.0
nbformat ==5.9.2
neo4j ==5.16.0
nest-asyncio ==1.5.9
networkx ==3.2.1
nh3 ==0.2.15
nodeenv ==1.8.0
numpy ==1.24.4
oauthlib ==3.2.2
objsize ==0.6.1
openai ==1.7.2
openapi-schema-validator ==0.6.2
openapi-spec-validator ==0.7.1
openlineage-integration-common ==1.7.0
openlineage-python ==1.7.0
openlineage_sql ==1.7.0
openpyxl ==3.1.2
opensearch-py ==2.4.2
opentelemetry-api ==1.22.0
opentelemetry-exporter-otlp ==1.22.0
opentelemetry-exporter-otlp-proto-common ==1.22.0
opentelemetry-exporter-otlp-proto-grpc ==1.22.0
opentelemetry-exporter-otlp-proto-http ==1.22.0
opentelemetry-exporter-prometheus ==0.43b0
opentelemetry-proto ==1.22.0
opentelemetry-sdk ==1.22.0
opentelemetry-semantic-conventions ==0.43b0
opsgenie-sdk ==2.1.5
oracledb ==2.0.1
ordered-set ==4.1.0
orjson ==3.9.10
oss2 ==2.18.4
packaging ==23.2
pandas ==2.1.4
pandas-gbq ==0.20.0
pandas-stubs ==2.0.2.230605
papermill ==2.5.0
paramiko ==3.4.0
parso ==0.8.3
pathable ==0.4.3
pathspec ==0.12.1
pbr ==6.0.0
pdpyras ==5.2.0
pendulum ==3.0.0
pexpect ==4.9.0
pgvector ==0.2.4
pinecone-client ==2.2.4
pinotdb ==5.1.2
pipdeptree ==2.13.2
pipx ==1.4.2
pkginfo ==1.9.6
platformdirs ==3.11.0
pluggy ==1.3.0
ply ==3.11
plyvel ==1.5.1
portalocker ==2.8.2
pprintpp ==0.4.0
pre-commit ==3.6.0
presto-python-client ==0.8.4
prison ==0.2.1
prometheus-client ==0.19.0
prompt-toolkit ==3.0.43
proto-plus ==1.23.0
protobuf ==4.25.2
psutil ==5.9.7
psycopg2-binary ==2.9.9
ptyprocess ==0.7.0
pure-eval ==0.2.2
pure-sasl ==0.6.2
py-partiql-parser ==0.5.0
py4j ==0.10.9.7
pyOpenSSL ==23.3.0
pyarrow ==14.0.2
pyarrow-hotfix ==0.6
pyasn1 ==0.5.1
pyasn1-modules ==0.3.0
pycountry ==23.12.11
pycparser ==2.21
pycryptodome ==3.20.0
pydantic ==2.5.3
pydantic_core ==2.14.6
pydata-google-auth ==1.8.2
pydot ==1.4.2
pydruid ==0.6.6
pyenchant ==3.2.2
pyexasol ==0.25.2
pygraphviz ==1.12
pyiceberg ==0.5.1
pyjsparser ==2.7.1
pykerberos ==1.2.4
pymongo ==4.6.1
pymssql ==2.2.11
pyodbc ==5.0.1
pyparsing ==3.1.1
pypsrp ==0.8.1
pyspark ==3.5.0
pyspnego ==0.10.2
pytest ==7.4.4
pytest-asyncio ==0.23.3
pytest-cov ==4.1.0
pytest-httpx ==0.21.3
pytest-icdiff ==0.9
pytest-instafail ==0.5.0
pytest-mock ==3.12.0
pytest-rerunfailures ==13.0
pytest-timeouts ==1.2.1
pytest-xdist ==3.5.0
python-arango ==7.9.0
python-daemon ==3.0.1
python-dateutil ==2.8.2
python-dotenv ==1.0.0
python-http-client ==3.3.7
python-jenkins ==1.8.2
python-jose ==3.3.0
python-ldap ==3.4.4
python-nvd3 ==0.15.0
python-slugify ==8.0.1
python-telegram-bot ==20.2
python3-saml ==1.16.0
pytz ==2023.3.post1
pywinrm ==0.4.3
pyzmq ==25.1.2
reactivex ==4.0.4
readme-renderer ==42.0
redis ==4.6.0
redshift-connector ==2.0.918
referencing ==0.32.1
regex ==2023.12.25
requests ==2.31.0
requests-file ==1.5.1
requests-kerberos ==0.14.0
requests-mock ==1.11.0
requests-ntlm ==1.2.0
requests-oauthlib ==1.3.1
requests-toolbelt ==1.0.0
responses ==0.24.1
restructuredtext_lint ==1.4.0
rfc3339-validator ==0.1.4
rfc3986 ==1.5.0
rich ==13.7.0
rich-argparse ==1.4.0
rich-click ==1.7.3
rpds-py ==0.17.1
rsa ==4.9
ruff ==0.1.11
s3fs ==2023.12.2
s3transfer ==0.8.2
sarif-om ==1.0.4
scramp ==1.4.4
scrapbook ==0.5.0
semver ==3.0.2
sendgrid ==6.11.0
sentinels ==1.0.0
sentry-sdk ==1.39.2
setproctitle ==1.3.3
shapely ==2.0.2
shellingham ==1.5.4
simple-salesforce ==1.12.5
six ==1.16.0
slack_sdk ==3.26.2
smbprotocol ==1.12.0
smmap ==5.0.1
sniffio ==1.3.0
snowballstemmer ==2.2.0
snowflake-connector-python ==3.6.0
snowflake-sqlalchemy ==1.5.1
sortedcontainers ==2.4.0
soupsieve ==2.5
sphinx-airflow-theme ==0.0.12
sphinx-argparse ==0.4.0
sphinx-autoapi ==2.1.1
sphinx-copybutton ==0.5.2
sphinx-jinja ==2.0.2
sphinx-rtd-theme ==2.0.0
sphinx_design ==0.5.0
sphinxcontrib-applehelp ==1.0.8
sphinxcontrib-devhelp ==1.0.6
sphinxcontrib-htmlhelp ==2.0.5
sphinxcontrib-httpdomain ==1.8.1
sphinxcontrib-jquery ==4.1
sphinxcontrib-jsmath ==1.0.1
sphinxcontrib-qthelp ==1.0.7
sphinxcontrib-redoc ==1.6.0
sphinxcontrib-serializinghtml ==1.1.5
sphinxcontrib-spelling ==8.0.0
spython ==0.3.13
sqlalchemy-bigquery ==1.9.0
sqlalchemy-redshift ==0.8.14
sqlalchemy-spanner ==1.6.2
sqlalchemy_drill ==1.1.4
sqlparse ==0.4.4
sshpubkeys ==3.3.1
sshtunnel ==0.4.0
stack-data ==0.6.3
starkbank-ecdsa ==2.2.0
statsd ==4.0.1
strictyaml ==1.7.3
sympy ==1.12
tableauserverclient ==0.29
tabulate ==0.9.0
tenacity ==8.2.3
termcolor ==2.4.0
text-unidecode ==1.3
thrift ==0.16.0
thrift-sasl ==0.4.3
time-machine ==2.13.0
tomli_w ==1.0.0
tomlkit ==0.12.3
tornado ==6.4
towncrier ==23.11.0
tqdm ==4.66.1
traitlets ==5.14.1
trino ==0.327.0
trove-classifiers ==2024.1.8
twine ==4.0.2
types-Deprecated ==1.2.9.20240106
types-Markdown ==3.5.0.20240106
types-PyMySQL ==1.1.0.1
types-PyYAML ==6.0.12.12
types-aiofiles ==23.2.0.20240106
types-certifi ==2021.10.8.3
types-croniter ==2.0.0.20240106
types-docutils ==0.20.0.20240106
types-paramiko ==3.4.0.20240106
types-protobuf ==4.24.0.20240106
types-pyOpenSSL ==23.3.0.20240106
types-python-dateutil ==2.8.19.20240106
types-python-slugify ==8.0.0.3
types-pytz ==2023.3.1.1
types-redis ==4.6.0.20240106
types-requests ==2.31.0.20240106
types-setuptools ==69.0.0.20240115
types-tabulate ==0.9.0.20240106
types-termcolor ==1.1.6.2
types-toml ==0.10.8.7
typing_extensions ==4.9.0
tzdata ==2023.4
tzlocal ==5.2
uc-micro-py ==1.0.2
unicodecsv ==0.14.1
universal-pathlib ==0.1.4
uritemplate ==4.1.1
urllib3 ==2.0.7
userpath ==1.9.1
validators ==0.22.0
vertica-python ==1.3.8
vine ==5.1.0
virtualenv ==20.25.0
watchtower ==3.0.1
wcwidth ==0.2.13
weaviate-client ==3.26.1
websocket-client ==1.7.0
wrapt ==1.16.0
xmlsec ==1.3.13
xmltodict ==0.13.0
yamllint ==1.33.0
yandexcloud ==0.253.0
yarl ==1.9.4
zeep ==4.2.1
zenpy ==2.0.45
zipp ==3.17.0
zope.event ==5.0
zope.interface ==6.1
zstandard ==0.22.0

data/mwaa/requirements/requirements.txt pypi

aiobotocore ==2.11.2
aioitertools ==0.11.0
cloudpickle ==2.2.1
contextlib2 ==21.6.0
dill ==0.3.8
docker ==7.0.0
google-pasta ==0.2.0
multiprocess ==0.70.16
numpy ==1.24.4
pandas ==2.1.4
pathos ==0.3.2
pox ==0.3.4
ppft ==1.7.6.8
s3fs ==2023.12.2
sagemaker ==2.214.3
schema ==0.7.5
scipy ==1.13.0
smdebug-rulesconfig ==1.0.1
tblib ==3.0.0
tqdm ==4.66.1

modules/examples/airflow-dags/pyproject.toml pypi

modules/examples/airflow-dags/requirements.in pypi

attrs ==23.2.0
aws-cdk-lib ==2.137.0
boto3 *
cdk-nag ==2.28.89

modules/examples/airflow-dags/requirements.txt pypi

attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.3
aws-cdk-lib ==2.137.0
boto3 ==1.34.84
botocore ==1.34.84
cattrs ==22.1.0
cdk-nag ==2.28.89
constructs ==10.1.37
exceptiongroup ==1.2.0
importlib-resources ==6.4.0
jmespath ==1.0.0
jsii ==1.97.0
publication ==0.0.3
python-dateutil ==2.8.2
s3transfer ==0.10.1
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.7.1
urllib3 ==1.26.18
zipp ==3.18.1

modules/sagemaker/sagemaker-templates-service-catalog/templates/model_deploy/seed_code/deploy_app/requirements-dev.txt pypi

pytest ==6.2.5 development

modules/sagemaker/sagemaker-templates-service-catalog/templates/model_deploy/seed_code/deploy_app/requirements.txt pypi

aws-cdk-lib *
boto3 *
constructs *
yamldataclassconfig *

modules/examples/event-bus/pyproject.toml pypi

modules/examples/event-bus/requirements.txt pypi

aws-cdk-lib *
cdk-nag *
configobj *
constructs *
pydantic *
pydantic-settings *

modules/sagemaker/sagemaker-model-package-group/pyproject.toml pypi

modules/sagemaker/sagemaker-model-package-group/requirements.txt pypi

aws-cdk-lib *
cdk-nag *
configobj *
constructs *
pydantic *
pydantic-settings *

modules/sagemaker/sagemaker-model-package-promote-pipeline/pyproject.toml pypi

modules/sagemaker/sagemaker-model-package-promote-pipeline/requirements.txt pypi

aws-cdk-lib *
aws_cdk.aws_lambda_python_alpha *
boto3 *
cdk-nag *
configobj *
constructs *
flatten-json *
pydantic *
pydantic-settings *

modules/sagemaker/sagemaker-model-package-promote-pipeline/sagemaker_model_package_promote_pipeline/seed_code/requirements.txt pypi

aws-cdk-lib *
boto3 *
cdk-nag *
configobj *
constructs *
flatten-json *
pydantic *
pydantic-settings *

modules/sagemaker/sagemaker-model-package-promote-pipeline/sagemaker_model_package_promote_pipeline/seed_code/script/requirements.txt pypi

boto3 *
flatten-json *

modules/fmops/qna-rag/requirements.in pypi

attrs ==23.2.0
aws-cdk-lib ==2.137.0
boto3 *
cdklabs-generative-ai-cdk-constructs ==0.1.146

modules/fmops/qna-rag/requirements.txt pypi

attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.3
aws-cdk-lib ==2.137.0
boto3 ==1.34.108
botocore ==1.34.108
cattrs ==23.2.3
cdk-nag ==2.28.118
cdklabs-generative-ai-cdk-constructs ==0.1.145
constructs ==10.3.0
importlib-resources ==6.4.0
jmespath ==1.0.1
jsii ==1.98.0
publication ==0.0.3
python-dateutil ==2.9.0.post0
s3transfer ==0.10.1
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.11.0
urllib3 ==1.26.17

modules/fmops/qna-rag/pyproject.toml pypi

modules/fmops/bedrock-finetuning/package-lock.json npm

424 dependencies

modules/fmops/bedrock-finetuning/package.json npm

@types/jest ^29.5.12 development
@types/node ^20.11.19 development
@typescript-eslint/eslint-plugin ^6.21.0 development
@typescript-eslint/parser ^6.21.0 development
aws-cdk ^2.130.0 development
jest ^29.7.0 development
ts-jest ^29.1.2 development
ts-node ^10.9.2 development
typescript ~5.3.3 development
@aws-cdk/aws-sagemaker-alpha ^2.138.0-alpha.0
aws-cdk-lib ^2.138.0
cdk-nag ^2.28.120
constructs ^10.0.0
source-map-support ^0.5.21

modules/sagemaker/sagemaker-model-monitoring/pyproject.toml pypi

modules/sagemaker/sagemaker-model-monitoring/requirements.txt pypi

aws-cdk-lib ==2.126.0
cdk-nag ==2.28.27
pydantic *
pydantic-settings *
sagemaker ==2.218.0

.github/workflows/mwaa-requirements.check.yml actions

actions/checkout v3 composite
actions/setup-python v5 composite

.github/workflows/module-checks-dev-requirements-change.yml actions

actions/checkout v4 composite
actions/checkout v3 composite
actions/setup-node v4 composite
actions/setup-python v4 composite

modules/sagemaker/sagemaker-templates-service-catalog/templates/batch_inference/seed_code/build_app/pyproject.toml pypi

sagemaker *

modules/sagemaker/sagemaker-templates-service-catalog/templates/finetune_llm_evaluation/seed_code/build_app/pyproject.toml pypi

bitsandbytes ==0.40.2
datasets ==2.8.0
peft ==0.4.0
sagemaker ==2.218.0
torch >=2.0.0
transformers ==4.38.0

modules/sagemaker/sagemaker-templates-service-catalog/templates/hf_import_models/seed_code/build_app/pyproject.toml pypi

sagemaker *

modules/sagemaker/sagemaker-templates-service-catalog/templates/xgboost_abalone/seed_code/build_app/pyproject.toml pypi

sagemaker *

modules/eks/ray-image/src/Dockerfile docker

rayproject/ray-ml 2.30.0 build

modules/eks/ray-cluster/pyproject.toml pypi

modules/eks/ray-cluster/requirements.in pypi

PyYAML ==6.0.1
attrs ==23.2.0
aws-cdk-lib *
aws-cdk.lambda-layer-kubectl-v29 ==2.0.0
pydantic *
pydantic-settings *

modules/eks/ray-cluster/requirements.txt pypi

annotated-types ==0.6.0
attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.3
aws-cdk-lambda-layer-kubectl-v29 ==2.0.0
aws-cdk-lib ==2.145.0
cattrs ==22.1.0
constructs ==10.0.91
exceptiongroup ==1.0.0rc8
importlib-resources ==5.12.0
jsii ==1.98.0
publication ==0.0.3
pydantic ==2.7.3
pydantic-core ==2.18.4
pydantic-settings ==2.2.1
python-dateutil ==2.8.2
python-dotenv ==0.21.1
pyyaml ==6.0.1
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.6.3
zipp ==3.19.1

modules/eks/ray-operator/pyproject.toml pypi

modules/eks/ray-operator/requirements.in pypi

PyYAML ==6.0.1
attrs ==23.2.0
aws-cdk-lib *
aws-cdk.lambda-layer-kubectl-v29 ==2.0.0
pydantic *
pydantic-settings *

modules/eks/ray-operator/requirements.txt pypi

annotated-types ==0.6.0
attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.3
aws-cdk-lambda-layer-kubectl-v29 ==2.0.0
aws-cdk-lib ==2.145.0
cattrs ==22.1.0
constructs ==10.0.91
exceptiongroup ==1.0.0rc8
importlib-resources ==5.12.0
jsii ==1.98.0
publication ==0.0.3
pydantic ==2.7.3
pydantic-core ==2.18.4
pydantic-settings ==2.2.1
python-dateutil ==2.8.2
python-dotenv ==0.21.1
pyyaml ==6.0.1
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.6.3
zipp ==3.19.1

.github/workflows/yaml-lint-check.yml actions

actions/checkout v4 composite

modules/eks/ray-orchestrator/pyproject.toml pypi

modules/eks/ray-orchestrator/requirements.in pypi

PyYAML ==6.0.1
attrs ==23.2.0
aws-cdk-lib *
aws-cdk.lambda-layer-kubectl-v29 ==2.0.0
pydantic *
pydantic-settings *

modules/eks/ray-orchestrator/requirements.txt pypi

annotated-types ==0.7.0
attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.207
aws-cdk-asset-kubectl-v20 ==2.1.3
aws-cdk-asset-node-proxy-agent-v6 ==2.1.0
aws-cdk-cloud-assembly-schema ==38.0.1
aws-cdk-lambda-layer-kubectl-v29 ==2.0.0
aws-cdk-lib ==2.162.1
cattrs ==24.1.2
constructs ==10.4.2
importlib-resources ==6.4.5
jsii ==1.104.0
publication ==0.0.3
pydantic ==2.7.4
pydantic-core ==2.18.4
pydantic-settings ==2.2.1
python-dateutil ==2.9.0.post0
python-dotenv ==1.0.1
pyyaml ==6.0.1
six ==1.16.0
typeguard ==2.13.3
typing-extensions ==4.12.2

modules/examples/mlops-stepfunctions/lambda/requirements.txt pypi

pyyaml *

modules/examples/mlops-stepfunctions/pyproject.toml pypi

modules/examples/mlops-stepfunctions/requirements.in pypi

aws-cdk-aws-lambda-python-alpha ==2.153.0a0
aws-cdk-lib ==2.153.0
boto3 ==1.35.1
cdk-nag ==2.28.185
joblib-stubs ==1.4.2.3.20240619
pandas ==2.2.2
pandas-stubs ==2.2.2.240807
pydantic ==2.7.4
pydantic-settings ==2.3.3
sagemaker ==2.229.0
scikit-learn ==1.5.1
types-pyyaml ==6.0.12.20240808

modules/examples/mlops-stepfunctions/requirements.txt pypi

annotated-types ==0.7.0
attrs ==23.2.0
aws-cdk-asset-awscli-v1 ==2.2.202
aws-cdk-asset-kubectl-v20 ==2.1.2
aws-cdk-asset-node-proxy-agent-v6 ==2.0.3
aws-cdk-aws-lambda-python-alpha ==2.153.0a0
aws-cdk-lib ==2.153.0
boto3 ==1.35.1
botocore ==1.35.1
cattrs ==22.1.0
cdk-nag ==2.28.185
certifi ==2024.7.4
charset-normalizer ==3.3.2
cloudpickle ==2.2.1
constructs ==10.1.37
dill ==0.3.8
docker ==7.1.0
exceptiongroup ==1.2.2
google-pasta ==0.2.0
idna ==3.7
importlib-metadata ==6.11.0
importlib-resources ==6.4.0
jmespath ==1.0.0
joblib ==1.4.2
joblib-stubs ==1.4.2.3.20240619
jsii ==1.102.0
jsonschema ==4.23.0
jsonschema-specifications ==2023.12.1
multiprocess ==0.70.16
numpy ==1.26.4
packaging ==24.1
pandas ==2.2.2
pandas-stubs ==2.2.2.240807
pathos ==0.3.2
platformdirs ==4.2.2
pox ==0.3.4
ppft ==1.7.6.8
protobuf ==4.25.4
psutil ==6.0.0
publication ==0.0.3
pydantic ==2.7.4
pydantic-core ==2.18.4
pydantic-settings ==2.3.3
python-dateutil ==2.8.2
python-dotenv ==1.0.1
pytz ==2024.1
pyyaml ==6.0.2
referencing ==0.35.1
requests ==2.32.3
rpds-py ==0.20.0
s3transfer ==0.10.1
sagemaker ==2.229.0
schema ==0.7.7
scikit-learn ==1.5.1
scipy ==1.13.1
six ==1.16.0
smdebug-rulesconfig ==1.0.1
tblib ==3.0.0
threadpoolctl ==3.5.0
tqdm ==4.66.5
typeguard ==2.13.3
types-pytz ==2024.1.0.20240417
types-pyyaml ==6.0.12.20240808
typing-extensions ==4.7.1
tzdata ==2024.1
urllib3 ==1.26.19
zipp ==3.20.0

modules/mlflow/mlflow-ai-gw-image/src/Dockerfile docker

public.ecr.aws/docker/library/python 3.10.15 build

modules/sagemaker/sagemaker-ground-truth-labeling/pyproject.toml pypi

modules/sagemaker/sagemaker-ground-truth-labeling/requirements.txt pypi

aws-cdk-lib ==2.158.0
cdk-nag ==2.28.195
pydantic-settings ==2.5.2

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