From d5c52075c8a594216261e33c14a23b0cd0452c8f Mon Sep 17 00:00:00 2001 From: rtdurga Date: Fri, 19 Jul 2024 19:29:18 +0530 Subject: [PATCH] SageMaker Groundtruth module added and tested --- manifests/mlops-sagemaker/deployment.yaml | 2 + .../sagemaker-groundtruth-modules.yaml | 2 + .../sagemaker/sagemaker-groundtruth/README.md | 35 ++ .../sagemaker/sagemaker-groundtruth/app.py | 115 +++++++ .../sagemaker-groundtruth/config.yaml | 25 ++ .../sagemaker-groundtruth/deployspec.yaml | 38 +++ .../labeling_job/class_labels.json | 1 + .../labeling_job/instructions.template | 28 ++ .../groundtruth/verification_job/data.json | 1 + .../verification_job/template.liquid | 38 +++ ...-04-22-10-51-14-06-cropped-left-bottom.jpg | Bin 0 -> 27788 bytes ...020-04-22-10-51-14-06-cropped-left-top.jpg | Bin 0 -> 27414 bytes ...04-22-10-51-14-06-cropped-right-bottom.jpg | Bin 0 -> 31659 bytes ...20-04-22-10-51-14-06-cropped-right-top.jpg | Bin 0 -> 30697 bytes ...-04-22-10-51-26-67-cropped-left-bottom.jpg | 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modules/sagemaker/sagemaker-groundtruth/lib/assets/images/2021-01-28-09-50-34/good/image-2020-04-22-10-15-16-00-cropped-right-bottom.jpg create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/assets/labels/labels.csv create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/constructs/labeling_pipeline_assets.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/check_missing_labels/Dockerfile create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/check_missing_labels/app.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/check_missing_labels/requirements.txt create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/run_labeling_job/index.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/run_labeling_job/requirements.txt create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/run_verification_job/index.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/run_verification_job/requirements.txt create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/seed_labels_to_feature_store/Dockerfile create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/seed_labels_to_feature_store/index.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/seed_labels_to_feature_store/requirements.txt create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/update_feature_store/Dockerfile create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/update_feature_store/app.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/lambda/update_feature_store/requirements.txt create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/stacks/init.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/stacks/labeling_pipeline.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/lib/stacks/statemachine_pipeline.py create mode 100644 modules/sagemaker/sagemaker-groundtruth/modulestack.template create mode 100644 modules/sagemaker/sagemaker-groundtruth/pyproject.toml create mode 100644 modules/sagemaker/sagemaker-groundtruth/repo_config.yaml create mode 100644 modules/sagemaker/sagemaker-groundtruth/requirements-dev.in create mode 100644 modules/sagemaker/sagemaker-groundtruth/requirements.in create mode 100644 modules/sagemaker/sagemaker-groundtruth/requirements.txt create mode 100644 modules/sagemaker/sagemaker-groundtruth/setup.cfg diff --git a/manifests/mlops-sagemaker/deployment.yaml b/manifests/mlops-sagemaker/deployment.yaml index 5b7d97da..38896168 100644 --- a/manifests/mlops-sagemaker/deployment.yaml +++ b/manifests/mlops-sagemaker/deployment.yaml @@ -12,6 +12,8 @@ groups: path: manifests/mlops-sagemaker/sagemaker-templates-modules.yaml - name: sagemaker-kernels path: manifests/mlops-sagemaker/kernels-modules.yaml + - name: ground-truth + path: manifests/mlops-sagemaker/sagemaker-groundtruth-modules.yaml targetAccountMappings: - alias: primary accountId: diff --git a/manifests/mlops-sagemaker/sagemaker-groundtruth-modules.yaml b/manifests/mlops-sagemaker/sagemaker-groundtruth-modules.yaml new file mode 100644 index 00000000..9fec1553 --- /dev/null +++ b/manifests/mlops-sagemaker/sagemaker-groundtruth-modules.yaml @@ -0,0 +1,2 @@ +name: ground-truth +path: modules/sagemaker/sagemaker-groundtruth \ No newline at end of file diff --git a/modules/sagemaker/sagemaker-groundtruth/README.md b/modules/sagemaker/sagemaker-groundtruth/README.md new file mode 100644 index 00000000..c7127393 --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/README.md @@ -0,0 +1,35 @@ +## Introduction +sagemaker-groundtruth + + +## Description + +A short description of the module. + +## Architecture + + + +## Deployment + + +## Inputs/Outputs + + +### Input Parameters + + +#### Required + + +#### Optional + + +#### Input Example + + +### Module Metadata Outputs + + + +#### Output Example \ No newline at end of file diff --git a/modules/sagemaker/sagemaker-groundtruth/app.py b/modules/sagemaker/sagemaker-groundtruth/app.py new file mode 100644 index 00000000..3d6c700a --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/app.py @@ -0,0 +1,115 @@ +import aws_cdk as cdk +import yaml +from aws_cdk import ( + Stack, +) +from constructs import Construct +from cdk_nag import NagSuppressions +from cdk_nag import AwsSolutionsChecks +from lib.stacks.init import LabelingInitStack as InitStack +from lib.stacks.labeling_pipeline import LabelingPipelineStack +from lib.stacks.statemachine_pipeline import ExecuteStateMachinePipeline + +app = cdk.App() + + +class AppConfig(cdk.Stack): + def __init__(self, scope: Construct, construct_id: str, **kwargs) -> None: + super().__init__(scope, construct_id, **kwargs) + + with open("config.yaml") as file: + config_yaml = yaml.safe_load(file) + with open("repo_config.yaml") as repo_file: + repo_config_yaml = yaml.safe_load(repo_file) + + self.repo_type = repo_config_yaml["repoType"] + self.repo_name = repo_config_yaml["repoName"] + self.branch_name = repo_config_yaml["branchName"] + # self.github_connection_arn = repo_config_yaml['githubConnectionArn'] + # self.github_repo_owner = repo_config_yaml['githubRepoOwner'] + self.pipeline_assets_prefix = config_yaml["pipelineAssetsPrefix"] + self.labeling_job_private_workteam_arn = config_yaml[ + "labelingJobPrivateWorkteamArn" + ] + self.use_private_workteam_for_labeling = config_yaml[ + "usePrivateWorkteamForLabeling" + ] + self.use_private_workteam_for_verification = config_yaml[ + "usePrivateWorkteamForVerification" + ] + self.verification_job_private_workteam_arn = config_yaml[ + "verificationJobPrivateWorkteamArn" + ] + self.max_labels_per_labeling_job = config_yaml["maxLabelsPerLabelingJob"] + self.labeling_pipeline_schedule = config_yaml["labelingPipelineSchedule"] + self.feature_group_name = config_yaml["featureGroupName"] + # self.assets_bucket= str(config_yaml['assets_bucket']) + self.model_package_group_name = config_yaml["modelPackageGroupName"] + self.model_package_group_description = config_yaml[ + "modelPackageGroupDescription" + ] + # self.feature_group_name=str(cdk.Fn.import_value("aiopsfeatureGroup")), + # self.assets_bucket=str(cdk.Fn.import_value("aiopsDataBucket")), + + +# class LabelingPipelineStack(Stack): +# def __init__(self, scope: Construct, construct_id: str, app_config: AppConfig, **kwargs) -> None: +# super().__init__(scope, construct_id, **kwargs) + +# Define your labeling pipeline resources here + + +def add_security_checks(app: cdk.App, stacks: list[Stack]): + for stack in stacks: + NagSuppressions.add_stack_suppressions( + stack, + [ + { + "id": "AwsSolutions-IAM4", + "reason": "Suppress disallowed use of managed policies for increased simplicity as this is a sample. Scope down in production!", + }, + { + "id": "AwsSolutions-IAM5", + "reason": "Suppress disallowed use of wildcards in IAM policies for increased simplicity as this is a sample. Scope down in production!", + }, + { + "id": "AwsSolutions-L1", + "reason": "Using fixed python version for lambda functions as sample needs to be stable", + }, + { + "id": "AwsSolutions-CB3", + "reason": "Suppress warning for use of privileged mode for codebuild, as this is required for docker image build", + }, + { + "id": "AwsSolutions-CB4", + "reason": "Suppress required use of KMS for CodeBuild as it incurs additional cost. Consider using KMS for Codebuild in production", + }, + ], + ) + AwsSolutionsChecks(verbose=True) + + +def main(): + app_config = AppConfig(app, "aiops-config") + init_stack = InitStack(app, "aiops-init-stack", app_config) + labeling_pipeline_stack = LabelingPipelineStack( + app, "aiops-labeling-infra-stack", app_config + ) + # Add the dependency + labeling_pipeline_stack.add_dependency(init_stack) + + # Statemachine stack + statemachine_pipeline_stack = ExecuteStateMachinePipeline( + app, "aiops-statemachine-pipeline", app_config + ) + statemachine_pipeline_stack.add_dependency(init_stack) + statemachine_pipeline_stack.add_dependency(labeling_pipeline_stack) + + add_security_checks( + app, [init_stack, labeling_pipeline_stack, statemachine_pipeline_stack] + ) + app.synth() + + +if __name__ == "__main__": + main() diff --git a/modules/sagemaker/sagemaker-groundtruth/config.yaml b/modules/sagemaker/sagemaker-groundtruth/config.yaml new file mode 100644 index 00000000..b0b4e7e7 --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/config.yaml @@ -0,0 +1,25 @@ +# the codecommit repo where the pipeline should pull its source from +repoName: "aiops-to-greengrass-cs" +# the branch to use +branchName: "main" +# S3 prefix where pipeline assets will be stored +pipelineAssetsPrefix: "pipeline/labeling" +# whether to use a private worteam for Labeling +usePrivateWorkteamForLabeling: false +# whether to use a private worteam for verifaction +usePrivateWorkteamForVerification: false +# maximum number of labels per labeling job +maxLabelsPerLabelingJob: 200 +# the arn of the private workteam for labeling (only used if usePrivateWorkteamForLabeling is true) +labelingJobPrivateWorkteamArn: "arn:aws:sagemaker:eu-west-1:0000000000000:workteam/private-crowd/GT1" +# the arn of the private workteam for labeling (only used if usePrivateWorkteamForLabeling is true) +verificationJobPrivateWorkteamArn: "arn:aws:sagemaker:eu-west-1:0000000000000:workteam/private-crowd/GT1" +# labeling pipeline schedule, triggering once a month on the 1st to keep cost to a minimum , fell free to change this +labelingPipelineSchedule: "cron(0 12 1 * ? *)" +# featureGroupName in SageMaker Feature Store, where features should be saved +featureGroupName: "tag-quality-inspection" +assets_bucket: "tag-quality-inspection-bkt-2024" +# modelPackageGroupName in model Registry +modelPackageGroupName: "TagQualityInspectionPackageGroup" +# modelPackageGroupName in model Registry +modelPackageGroupDescription: "Contains models for quality inspection of metal tags" diff --git a/modules/sagemaker/sagemaker-groundtruth/deployspec.yaml b/modules/sagemaker/sagemaker-groundtruth/deployspec.yaml new file mode 100644 index 00000000..b75cb67b --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/deployspec.yaml @@ -0,0 +1,38 @@ +publishGenericEnvVariables: true +deploy: + phases: + install: + commands: + - npm install -g aws-cdk@2.137.0 + - pip install -r requirements.txt + pre_build: + commands: + - echo "Prebuild stage" + build: + commands: + - cdk deploy --all --require-approval never --progress events --app "python app.py" --outputs-file ./cdk-exports.json + - cat cdk-exports.json + # Export metadata + - seedfarmer metadata convert -f cdk-exports.json || true + - export SEEDFARMER_MODULE_METADATA=$(cat SEEDFARMER_MODULE_METADATA) + - echo "bash deploy.sh" + post_build: + commands: + - echo "Deploy successful" +destroy: + phases: + install: + commands: + - npm install -g aws-cdk@2.131.0 + - pip install -r requirements.txt + pre_build: + commands: + - cdk destroy --force --app "python app.py" + - echo "Prebuild stage" + build: + commands: + - echo "DESTROY!" + post_build: + commands: + - echo "Destroy successful" +build_type: BUILD_GENERAL1_SMALL \ No newline at end of file diff --git a/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/labeling_job/class_labels.json b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/labeling_job/class_labels.json new file mode 100644 index 00000000..02045cb3 --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/labeling_job/class_labels.json @@ -0,0 +1 @@ +{"labels": [{"label": "scratch"}]} \ No newline at end of file diff --git a/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/labeling_job/instructions.template b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/labeling_job/instructions.template new file mode 100644 index 00000000..6f16f832 --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/labeling_job/instructions.template @@ -0,0 +1,28 @@ + + + + + +
    +
  1. Inspect the image
  2. +
  3. Determine if the specified label is/are visible in the picture.
  4. +
  5. Outline each instance of the specified label in the image using the provided “Box” tool.
  6. +
+
    +
  • Boxes should fit tight around each object
  • +
  • Do not include parts of the object are overlapping or that cannot be seen, even though you think you can interpolate the whole shape.
  • +
  • If the target is off screen, draw the box up to the edge of the image.
  • +
+ +
+ + + +
+
+ \ No newline at end of file diff --git a/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/verification_job/data.json b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/verification_job/data.json new file mode 100644 index 00000000..52f9214b --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/verification_job/data.json @@ -0,0 +1 @@ +{"document-version":"2021-05-13","labels":[{"label":"Label correct"},{"label":"Incorrect label - missed object"},{"label":"Incorrect label - bounding box not accurate enough"}]} \ No newline at end of file diff --git a/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/verification_job/template.liquid b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/verification_job/template.liquid new file mode 100644 index 00000000..c208bf7d --- /dev/null +++ b/modules/sagemaker/sagemaker-groundtruth/lib/assets/groundtruth/verification_job/template.liquid @@ -0,0 +1,38 @@ + + + + +

Provide additional details on the task or the dataset objects.

+
+ +
  1. Read the task carefully and inspect the image.
  2. Read the options and review the examples provided to understand more about the labels.
  3. Choose the appropriate label that best suits the image.
+
+ +

About existing labels

Dear Annotator, please draw a tight box around each scratch you see (if there are more than 8 scratches, draw boxes around at least 8). Only mark clearly visible scratches. You can ignore any other damage or uncleanliness Thank you!Thank you!

Good examples

+
+
+
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