The following tutorial is available on the Wallaroo Github Repository.

Classification Financial Services Edge Deployment Demonstration via API

This notebook will walk through building Wallaroo pipeline with a a Classification model deployed to detect the likelihood of credit card fraud, then publishing that pipeline to an Open Container Initiative (OCI) Registry where it can be deployed in other Docker and Kubernetes environments. This example uses the Wallaroo MLOps API.

This demonstration will focus on deployment to the edge.

This demonstration performs the following:

1. As a Data Scientist in Wallaroo Ops:
   1. Upload a computer vision model to Wallaroo, deploy it in a Wallaroo pipeline, then perform a sample inference.
   2. Publish the pipeline to an Open Container Initiative (OCI) Registry service. This is configured in the Wallaroo instance. See Edge Deployment Registry Guide for details on adding an OCI Registry Service to Wallaroo as the Edge Deployment Registry. This demonstration uses a GitHub repository - see Introduction to GitHub Packages for setting up your own package repository using GitHub, which can then be used with this tutorial.
   3. View the pipeline publish details.
2. As a DevOps Engineer in a remote aka edge device:
   1. Deploy the published pipeline as a Wallaroo Inference Server. This example will use Docker.
   2. Perform a sample inference through the Wallaroo Inference Server with the same data used in the data scientist example.

References

• Wallaroo SDK Essentials Guide: Pipeline Edge Publication

Data Scientist Pipeline Publish Steps

Load Libraries

The first step is to import the libraries used in this notebook.

import wallaroo
from wallaroo.object import EntityNotFoundError

import pyarrow as pa
import pandas as pd
import requests

# used to display dataframe information without truncating
from IPython.display import display
pd.set_option('display.max_colwidth', None)

Connect to the Wallaroo Instance through the User Interface

The next step is to connect to Wallaroo through the Wallaroo client. The Python library is included in the Wallaroo install and available through the Jupyter Hub interface provided with your Wallaroo environment.

This is accomplished using the wallaroo.Client() command, which provides a URL to grant the SDK permission to your specific Wallaroo environment. When displayed, enter the URL into a browser and confirm permissions. Store the connection into a variable that can be referenced later.

If logging into the Wallaroo instance through the internal JupyterHub service, use wl = wallaroo.Client(). For more information on Wallaroo Client settings, see the Client Connection guide.

wl = wallaroo.Client()

Create a New Workspace

We’ll use the SDK below to create our workspace , assign as our current workspace, then display all of the workspaces we have at the moment. We’ll also set up variables for our models and pipelines down the road, so we have one spot to change names to whatever fits your organization’s standards best.

To allow this tutorial to be run by multiple users in the same Wallaroo instance, a random 4 character prefix will be added to the workspace, pipeline, and model. Feel free to set suffix='' if this is not required.

workspace_name = f'edge-publish-api-demo'
pipeline_name = 'edge-pipeline'
model_name = 'ccfraud'
model_file_name = './models/xgboost_ccfraud.onnx'

workspace = wl.get_workspace(name=workspace_name, create_if_not_exist=True)

wl.set_current_workspace(workspace)

{'name': 'edge-publish-api-demo', 'id': 10, 'archived': False, 'created_by': '76b893ff-5c30-4f01-bd9e-9579a20fc4ea', 'created_at': '2024-04-22T18:26:04.154386+00:00', 'models': [], 'pipelines': []}

Upload the Model

When a model is uploaded to a Wallaroo cluster, it is optimized and packaged to make it ready to run as part of a pipeline. In many times, the Wallaroo Server can natively run a model without any Python overhead. In other cases, such as a Python script, a custom Python environment will be automatically generated. This is comparable to the process of “containerizing” a model by adding a small HTTP server and other wrapping around it.

Our pretrained model is in ONNX format, which is specified in the framework parameter.

edge_demo_model = wl.upload_model(
    model_name,
    model_file_name,
    framework=wallaroo.framework.Framework.ONNX,
).configure(tensor_fields=["tensor"])

Reserve Pipeline Resources

Before deploying an inference engine we need to tell wallaroo what resources it will need.
To do this we will use the wallaroo DeploymentConfigBuilder() and fill in the options listed below to determine what the properties of our inference engine will be.

We will be testing this deployment for an edge scenario, so the resource specifications are kept small – what’s the minimum needed to meet the expected load on the planned hardware.

• cpus - 0.5 => allow the engine to use 4 CPU cores when running the neural net
• memory - 900Mi => each inference engine will have 2 GB of memory, which is plenty for processing a single image at a time.

deploy_config = (wallaroo
                 .DeploymentConfigBuilder()
                 .replica_count(1)
                 .cpus(1)
                 .memory("900Mi")
                 .build()
                 )

Simulated Edge Deployment

We will now deploy our pipeline into the current Kubernetes environment using the specified resource constraints. This is a “simulated edge” deploy in that we try to mimic the edge hardware as closely as possible.

pipeline = wl.build_pipeline(pipeline_name)
# clear if used before
pipeline.clear()

pipeline.add_model_step(edge_demo_model)
pipeline_deploy = pipeline.deploy(deployment_config = deploy_config)
pipeline_deploy

Run Single Image Inference

A single image, encoded using the Apache Arrow format, is sent to the deployed pipeline. Arrow is used here because, as a binary protocol, there is far lower network and compute overhead than using JSON. The Wallaroo Server engine accepts both JSON, pandas DataFrame, and Apache Arrow formats.

The sample DataFrames and arrow tables are in the ./data directory. We’ll use the Apache Arrow table cc_data_10k.arrow.

Once complete, we’ll display how long the inference request took.

deploy_url = pipeline._deployment._url()

headers = wl.auth.auth_header()

headers['Content-Type']='application/vnd.apache.arrow.file'
# headers['Content-Type']='application/json; format=pandas-records'
headers['Accept']='application/json; format=pandas-records'

dataFile = './data/cc_data_10k.arrow'

!curl -X POST {deploy_url} \
     -H "Authorization:{headers['Authorization']}" \
     -H "Content-Type:{headers['Content-Type']}" \
     -H "Accept:{headers['Accept']}" \
     --data-binary @{dataFile} > curl_response.df.json

# display the first 5 rows of the results

df = pd.read_json('curl_response.df.json', orient="records")
df.head(5)

  % Total    % Received % Xferd  Average Speed   Time    Time     Time  Current
                                 Dload  Upload   Total   Spent    Left  Speed
100 8122k  100 6959k  100 1162k  1347k   225k  0:00:05  0:00:05 --:--:-- 1428k

Undeploy the Pipeline

With the testing complete, we can undeploy the pipeline. Note that deploying and undeploying a pipeline is not required for publishing a pipeline to the Edge Registry - this is done just for this demonstration.

pipeline.undeploy()

Publish the Pipeline for Edge Deployment

It worked! For a demo, we’ll take working once as “tested”. So now that we’ve tested our pipeline, we are ready to publish it for edge deployment.

Publishing it means assembling all of the configuration files and model assets and pushing them to an Open Container Initiative (OCI) repository set in the Wallaroo instance as the Edge Registry service. DevOps engineers then retrieve that image and deploy it through Docker, Kubernetes, or similar deployments.

See Edge Deployment Registry Guide for details on adding an OCI Registry Service to Wallaroo as the Edge Deployment Registry.

This is done through the SDK command wallaroo.pipeline.publish(deployment_config) which has the following parameters and returns.

Publish a Pipeline Endpoint

Pipelines are published as images to the edge registry set in the Enable Wallaroo Edge Registry through the following endpoint.

• Endpoint:
  • /v1/api/pipelines/publish
• Parameters
  • pipeline_version_id (Integer Required): The numerical id of the pipeline’s version to publish to the edge registry.
  • model_config_ids (List Optional): The list of model config ids to include.
• Returns
  • id (Integer): Numerical Wallaroo id of the published pipeline.
  • pipeline_version_id (Integer): Numerical Wallaroo id of the pipeline version published.
  • status: The status of the pipeline publish. Values include:
    • PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded.
    • Published: The pipeline is published and ready for use.
  • created_at (String): When the published pipeline was created.
  • updated_at (String): When the published pipeline was updated.
  • created_by (String): The email address of the Wallaroo user that created the pipeline publish.
  • pipeline_url (String): The URL of the published pipeline in the edge registry. May be null until the status is Published)
  • engine_url (String): The URL of the published pipeline engine in the edge registry. May be null until the status is Published.
  • helm: Any helm specific settings.
  • engine_config (*wallaroo.deployment_config.DeploymentConfig) | The pipeline configuration included with the published pipeline.

Publish Example

We will now publish the pipeline to our Edge Deployment Registry with the pipeline.publish(deployment_config) command. deployment_config is an optional field that specifies the pipeline deployment. This can be overridden by the DevOps engineer during deployment. For this demonstration, we will be retrieving the most recent pipeline version.

For this, we will require the pipeline version id, the workspace id, and the model config ids (which will be empty as not required).

# get the most recent pipeline version
pipeline_version_id = pipeline.versions()[0].id()

headers = {
    "Authorization": wl.auth._bearer_token_str(),
    "Content-Type": "application/json",
}

url = f"{wl.api_endpoint}/v1/api/pipelines/publish"
response = requests.post(
    url,
    headers=headers,
    json={"model_config_ids": [edge_demo_model.config().id()],
          "pipeline_version_id": pipeline_version_id, 
          }
    )
display(response.json())

38

33

{'id': 11,
 'pipeline_name': 'edge-pipeline',
 'pipeline_version_id': 38,
 'pipeline_version_name': '5e5d2584-a767-4145-84ee-c9c75b1f4e68',
 'status': 'PendingPublish',
 'created_at': '2024-04-22T18:42:00.10267+00:00',
 'updated_at': '2024-04-22T18:42:00.10267+00:00',
 'created_by': '76b893ff-5c30-4f01-bd9e-9579a20fc4ea',
 'pipeline_url': None,
 'engine_url': None,
 'helm': None,
 'engine_config': {'engine': {'resources': {'limits': {'cpu': 4.0,
     'memory': '3Gi'},
    'requests': {'cpu': 4.0, 'memory': '3Gi'},
    'arch': 'x86',
    'accel': 'none',
    'gpu': False}},
  'engineAux': {'images': None, 'autoscale': {'type': 'none'}}},
 'error': None,
 'user_images': [],
 'docker_run_variables': {},
 'replaces': [],
 'created_on_version': '2024.1.0'}

publish_id = response.json()['id']
display(publish_id)

11

Get Publish Status

The status of a created Wallaroo pipeline publish is available through the following endpoint.

• Endpoint:
  • /v1/api/pipelines/get_publish_status
• Parameters
  • publish_id (Integer Required): The numerical id of the pipeline publish to retrieve.
• Returns
  • id (Integer): Numerical Wallaroo id of the published pipeline.
  • pipeline_version_id (Integer): Numerical Wallaroo id of the pipeline version published.
  • status: The status of the pipeline publish. Values include:
    • PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded.
    • Published: The pipeline is published and ready for use.
  • created_at (String): When the published pipeline was created.
  • updated_at (String): When the published pipeline was updated.
  • created_by (String): The email address of the Wallaroo user that created the pipeline publish.
  • pipeline_url (String): The URL of the published pipeline in the edge registry. May be null until the status is Published)
  • engine_url (String): The URL of the published pipeline engine in the edge registry. May be null until the status is Published.
  • helm: The Helm chart information including the following fields:
    • reference (String): The Helm reference.
    • chart (String): The Helm chart URL.
    • version (String): The Helm chart version.
  • engine_config (*wallaroo.deployment_config.DeploymentConfig) | The pipeline configuration included with the published pipeline.

Get Publish Status Example

The following example shows retrieving the status of a recently created pipeline publish. Once the published status is Published we know the pipeline is ready for deployment.

headers = {
    "Authorization": wl.auth._bearer_token_str(),
    "Content-Type": "application/json",
}
url = f"{wl.api_endpoint}/v1/api/pipelines/get_publish_status"
response = requests.post(
    url,
    headers=headers,
    json={
        "id": publish_id
        },
)
display(response.json())
pub = response.json()

{'id': 11,
 'pipeline_name': 'edge-pipeline',
 'pipeline_version_id': 38,
 'pipeline_version_name': '5e5d2584-a767-4145-84ee-c9c75b1f4e68',
 'status': 'Published',
 'created_at': '2024-04-22T18:42:00.10267+00:00',
 'updated_at': '2024-04-22T18:42:00.10267+00:00',
 'created_by': '76b893ff-5c30-4f01-bd9e-9579a20fc4ea',
 'pipeline_url': 'ghcr.io/wallaroolabs/doc-samples/pipelines/edge-pipeline:5e5d2584-a767-4145-84ee-c9c75b1f4e68',
 'engine_url': 'ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4963',
 'helm': {'reference': 'ghcr.io/wallaroolabs/doc-samples/charts@sha256:7730be07d11d43b6f2c39a7cf9a415da8ec65bc495cf71fb08c996d2ee9e5e6b',
  'chart': 'ghcr.io/wallaroolabs/doc-samples/charts/edge-pipeline',
  'version': '0.0.1-5e5d2584-a767-4145-84ee-c9c75b1f4e68',
  'values': {}},
 'engine_config': {'engine': {'resources': {'limits': {'cpu': 4.0,
     'memory': '3Gi'},
    'requests': {'cpu': 4.0, 'memory': '3Gi'},
    'arch': 'x86',
    'accel': 'none',
    'gpu': False}},
  'engineAux': {'images': None, 'autoscale': {'type': 'none'}}},
 'error': None,
 'user_images': [],
 'docker_run_variables': {'PIPELINE_URL': 'ghcr.io/wallaroolabs/doc-samples/pipelines/edge-pipeline:5e5d2584-a767-4145-84ee-c9c75b1f4e68'},
 'replaces': [],
 'created_on_version': '2024.1.0'}

List Publishes for a Pipeline

A list of publishes created for a specific pipeline is retrieved through the following endpoint.

• Endpoint:
  • /v1/api/pipelines/list_publishes_for_pipeline
• Parameters
  • publish_id (Integer Required): The numerical id of the pipeline to retrieve all publishes for.
• Returns a List of pipeline publishes with the following fields:
  • id (Integer): Numerical Wallaroo id of the published pipeline.
  • pipeline_version_id (Integer): Numerical Wallaroo id of the pipeline version published.
  • status: The status of the pipeline publish. Values include:
    • PendingPublish: The pipeline publication is about to be uploaded or is in the process of being uploaded.
    • Published: The pipeline is published and ready for use.
  • created_at (String): When the published pipeline was created.
  • updated_at (String): When the published pipeline was updated.
  • created_by (String): The email address of the Wallaroo user that created the pipeline publish.
  • pipeline_url (String): The URL of the published pipeline in the edge registry. May be null until the status is Published)
  • engine_url (String): The URL of the published pipeline engine in the edge registry. May be null until the status is Published.
  • helm: The Helm chart information including the following fields:
    • reference (String): The Helm reference.
    • chart (String): The Helm chart URL.
    • version (String): The Helm chart version.
  • engine_config (*wallaroo.deployment_config.DeploymentConfig) | The pipeline configuration included with the published pipeline.

List Publishes for a Pipeline Example

headers = {
    "Authorization": wl.auth._bearer_token_str(),
    "Content-Type": "application/json",
}

url = f"{wl.api_endpoint}/v1/api/pipelines/list_publishes_for_pipeline"

response = requests.post(
    url,
    headers=headers,
    json={"pipeline_id": pipeline.id()},
)
response.json()

{'publishes': [{'id': 11,
   'pipeline_name': 'edge-pipeline',
   'pipeline_version_id': 38,
   'pipeline_version_name': '5e5d2584-a767-4145-84ee-c9c75b1f4e68',
   'status': 'Published',
   'created_at': '2024-04-22T18:42:00.10267+00:00',
   'updated_at': '2024-04-22T18:42:00.10267+00:00',
   'created_by': '76b893ff-5c30-4f01-bd9e-9579a20fc4ea',
   'pipeline_url': 'ghcr.io/wallaroolabs/doc-samples/pipelines/edge-pipeline:5e5d2584-a767-4145-84ee-c9c75b1f4e68',
   'engine_url': 'ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4963',
   'helm': {'reference': 'ghcr.io/wallaroolabs/doc-samples/charts@sha256:7730be07d11d43b6f2c39a7cf9a415da8ec65bc495cf71fb08c996d2ee9e5e6b',
    'chart': 'ghcr.io/wallaroolabs/doc-samples/charts/edge-pipeline',
    'version': '0.0.1-5e5d2584-a767-4145-84ee-c9c75b1f4e68',
    'values': {}},
   'engine_config': {'engine': {'resources': {'limits': {'cpu': 4.0,
       'memory': '3Gi'},
      'requests': {'cpu': 4.0, 'memory': '3Gi'},
      'arch': 'x86',
      'accel': 'none',
      'gpu': False}},
    'engineAux': {'images': None, 'autoscale': {'type': 'none'}}},
   'error': None,
   'user_images': [],
   'docker_run_variables': {},
   'replaces': [],
   'created_on_version': '2024.1.0'}],
 'edges': []}

DevOps Deployment

We now have our pipeline published to our Edge Registry service. We can deploy this in a x86 environment running Docker that is logged into the same registry service that we deployed to.

For more details, check with the documentation on your artifact service. The following are provided for the three major cloud services:

• Set up authentication for Docker
• Authenticate with an Azure container registry
• Authenticating Amazon ECR Repositories for Docker CLI with Credential Helper

Once a pipeline is deployed to the Edge Registry service, it can be deployed in environments such as Docker, Kubernetes, or similar container running services by a DevOps engineer. For full details, see How to Publish and Deploy AI Workloads for For Edge/Multicloud Model Deployments. The pipeline publishes Docker Run Command and Helm Install Command provide templates for deployment.

The following code generates the docker run command from our previous publish.

The following variables are used

docker_compose = f'''
docker run -v $PERSISTENT_VOLUME_DIR:/persist \\
    -p $EDGE_PORT:8080 \\
    -e OCI_USERNAME=$OCI_USERNAME \\
    -e OCI_PASSWORD=$OCI_PASSWORD \\
    -e PIPELINE_URL={pub['pipeline_url']} \\
    -e CONFIG_CPUS=1 \\
    {pub['engine_url']}
'''

print(docker_compose)

docker run -v $PERSISTENT_VOLUME_DIR:/persist \
    -p $EDGE_PORT:8080 \
    -e OCI_USERNAME=$OCI_USERNAME \
    -e OCI_PASSWORD=$OCI_PASSWORD \
    -e PIPELINE_URL=ghcr.io/wallaroolabs/doc-samples/pipelines/edge-pipeline:5e5d2584-a767-4145-84ee-c9c75b1f4e68 \
    -e CONFIG_CPUS=1 \
    ghcr.io/wallaroolabs/doc-samples/engines/proxy/wallaroo/ghcr.io/wallaroolabs/fitzroy-mini:v2024.1.0-main-4963

Edge Deployed Pipeline API Endpoints

Once deployed, we can check the pipelines and models available. We’ll use a curl command, but any HTTP based request will work the same way.

The endpoint /pipelines returns:

• id (String): The name of the pipeline.
• status (String): The status as either Running, or Error if there are any issues.

For this example, the deployment is made on a machine called testboy.local. Replace this URL with the URL of you edge deployment.

!curl testboy.local:8080/pipelines

{"pipelines":[{"id":"edge-pipeline","status":"Running"}]}

The endpoint /models returns a List of models with the following fields:

• name (String): The model name.
• sha (String): The sha hash value of the ML model.
• status (String): The status of either Running or Error if there are any issues.
• version (String): The model version. This matches the version designation used by Wallaroo to track model versions in UUID format.

!curl testboy.local:8080/models

{"models":[{"name":"ccfraud","sha":"054810e3e3ebbdd34438d9c1a08ed6a6680ef10bf97b9223f78ebf38e14b3b52","status":"Running","version":"4b28d9f8-31ad-4f4b-a262-a2196530c3d0"}]}

Edge Inference Endpoint

The inference endpoint takes the following pattern:

• /infer: The inference endpoint remains the same regardless of the pipeline or models deployed. This allows publish replacements without altering the inference endpoint used by other applications.

Wallaroo inference endpoint URLs accept the following data inputs through the Content-Type header:

• Content-Type: application/vnd.apache.arrow.file: For Apache Arrow tables.
• Content-Type: application/json; format=pandas-records: For pandas DataFrame in record format.

Once deployed, we can perform an inference through the deployment URL.

The endpoint returns Content-Type: application/json; format=pandas-records by default with the following fields:

• check_failures (List[Integer]): Whether any validation checks were triggered. For more information, see Wallaroo SDK Essentials Guide: Pipeline Management: Anomaly Testing.
• elapsed (List[Integer]): A list of time in nanoseconds for:
  • [0] The time to serialize the input.
  • [1…n] How long each step took.
• model_name (String): The name of the model used.
• model_version (String): The version of the model in UUID format.
• original_data: The original input data. Returns null if the input may be too long for a proper return.
• outputs (List): The outputs of the inference result separated by data type, where each data type includes:
  • data: The returned values.
  • dim (List[Integer]): The dimension shape returned.
  • v (Integer): The vector shape of the data.
• pipeline_name (String): The name of the pipeline.
• shadow_data: Any shadow deployed data inferences in the same format as outputs.
• time (Integer): The time since UNIX epoch.

!curl -X POST testboy.local:8080/infer \
    -H "Content-Type: application/vnd.apache.arrow.file" \
    --data-binary @./data/cc_data_10k.arrow

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!curl -X POST testboy.local:8080/infer \
    -H "Content-Type: application/json; format=pandas-records" \
    --data-binary @./data/cc_data_10k.df.json

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