Software and Environment Management

NCA-ADS · 12 questions

• A parks and recreation demand desk wants county analysts to recreate the same RAPIDS stack for an attendance model. What should they commit?
• A school-district enrollment analytics team bumps a shared civic feature library used by the GPU pipeline. What reproducibility practice follows?
• A county assessor parcel desk is standing up a data-science workbench for GPU valuation pilots. How should they configure a reproducible Python environment?
• A 311/resident-service analytics team needs identical RAPIDS runs on analyst laptops and the GPU server. Which approach best supports that?
• A permitting and inspections bureau prefers pip on a GPU host but must keep installs reproducible. What practice fits?
• A fire/EMS response-time lab shares GPU workstations among analysts. How should they manage dependencies so one upgrade does not break others?
• A public hospital district throughput desk shares a municipal Conda forge mirror across teams. What collaborative practice reduces dependency chaos?
• An elections operations (non-partisan) data team is about to launch a RAPIDS job on a GPU host. What environment check should they run first?
• A municipal fleet telematics desk applied a host OS patch overnight and now RAPIDS jobs fail at import. What should they verify?
• A solid-waste route optimization analytics env fails because two packages pin incompatible CUDA builds. What should the team do?
• A county social-services case analytics team finishes pipeline script edits before Friday's deploy. What basic Git practice should they follow?
• A city planning zoning analytics team wants to try an experimental feature-store change without breaking the main pipeline branch. What should they do?