Canary releases for model updates in MLOps - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to deploy a new model version using a canary release.

MLOps

deploy_model(version='v2', traffic_split=[1])

Drag options to blanks, or click blank then click option'

A10

B100

C0

D50

Attempts:

3 left

💡 Hint

Common Mistakes

Setting traffic to 100% immediately, which is not a canary release.

In canary releases, a small percentage of traffic (like 10%) is routed to the new model version first.

2fill in blank

medium

Complete the code to monitor the canary model's performance metric.

MLOps

monitor_metric(model_version='v2', metric='latency', threshold=[1])

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A0.5

B5.0

C1.0

D10.0

Attempts:

3 left

💡 Hint

Common Mistakes

Setting threshold too high, missing early performance problems.

The threshold is set to 1.0 seconds latency to detect performance issues early.

3fill in blank

hard

Fix the error in the canary release rollout command.

MLOps

rollout_canary(model='v2', traffic=[1], duration='1h')

Drag options to blanks, or click blank then click option'

A'10%'

B10

C0.1

Dten

Attempts:

3 left

💡 Hint

Common Mistakes

Using string values for traffic percentage.

The traffic parameter expects an integer percentage without quotes.

4fill in blank

hard

Fill both blanks to create a dictionary for traffic routing in canary release.

MLOps

traffic_split = {'stable': [1], 'canary': [2]

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A90

B10

C50

D100

Attempts:

3 left

💡 Hint

Common Mistakes

Assigning equal traffic to stable and canary.

In canary releases, most traffic goes to stable (90%) and a small part to canary (10%).

5fill in blank

hard

Fill all three blanks to define a canary release function with parameters for version, traffic, and duration.

MLOps

def canary_release(version=[1], traffic=[2], duration=[3]):
    print(f"Deploying {version} with {traffic}% traffic for {duration}.")

Drag options to blanks, or click blank then click option'

A'v2'

B10

C'1h'

D'v1'

Attempts:

3 left

💡 Hint

Common Mistakes

Using wrong data types for parameters.

The function deploys version 'v2' with 10% traffic for 1 hour duration.