Hardware and framework version tracking in MLOps - Mini Project: Build & Apply

Hardware and Framework Version Tracking

📖 Scenario: You work in a machine learning team. You want to keep track of the hardware and software versions used for training models. This helps your team reproduce results and debug issues.

🎯 Goal: Create a Python dictionary to store hardware and framework versions. Add a configuration variable for the minimum required framework version. Then filter the dictionary to keep only versions that meet or exceed this minimum. Finally, print the filtered versions.

📋 What You'll Learn

Create a dictionary called versions with exact keys and values

Add a variable called min_framework_version with the exact value 2.0

Use a dictionary comprehension to create valid_versions with framework versions >= min_framework_version

Print the valid_versions dictionary

💡 Why This Matters

🌍 Real World

Tracking hardware and software versions helps teams reproduce machine learning experiments and debug issues effectively.

💼 Career

Version tracking is a key skill for MLOps engineers to ensure consistent environments and smooth collaboration.

1

Create the versions dictionary

Create a dictionary called versions with these exact entries: 'GPU': 'NVIDIA RTX 3090', 'CPU': 'Intel i9-11900K', 'Framework': '2.3', 'CUDA': '11.2'

MLOps

# Create the versions dictionary with exact keys and values
# Your code here

Need a hint?

Use curly braces {} to create a dictionary. Separate keys and values with colons. Use quotes for strings.

2

Add minimum framework version

Add a variable called min_framework_version and set it to the string '2.0'

MLOps

versions = {'GPU': 'NVIDIA RTX 3090', 'CPU': 'Intel i9-11900K', 'Framework': '2.3', 'CUDA': '11.2'}
# Add min_framework_version variable below
# Your code here

Need a hint?

Assign the string '2.0' to the variable min_framework_version.

3

Filter versions by minimum framework version

Use a dictionary comprehension to create a new dictionary called valid_versions that includes all items from versions where the key is not 'Framework' or the value of 'Framework' is greater than or equal to min_framework_version. Convert the version strings to floats for comparison.

MLOps

versions = {'GPU': 'NVIDIA RTX 3090', 'CPU': 'Intel i9-11900K', 'Framework': '2.3', 'CUDA': '11.2'}
min_framework_version = '2.0'
# Create valid_versions dictionary using comprehension
# Your code here

Need a hint?

Use {k: v for k, v in versions.items() if ...} and convert version strings to floats for comparison.

4

Print the filtered versions

Print the valid_versions dictionary using print(valid_versions)

MLOps

versions = {'GPU': 'NVIDIA RTX 3090', 'CPU': 'Intel i9-11900K', 'Framework': '2.3', 'CUDA': '11.2'}
min_framework_version = '2.0'
valid_versions = {k: v for k, v in versions.items() if k != 'Framework' or float(v) >= float(min_framework_version)}
# Print the valid_versions dictionary
# Your code here

Need a hint?

Use the print function to display the dictionary.