💰 Cost Tracking Dashboard

Real-time cost monitoring for Azure ML evaluations with tiered VMs and spot instances
Run ID
demo_evaluation_2026-01-18
Module
monitoring.py
Status
✓ Complete
Total Cost
$2.50
Tasks Completed
154
Cost per Task
$0.0162
Total Runtime
5.36hours

💵 Cost Savings Breakdown

Spot Instances
$5.18
Tiered VMs
$0.00
Total Saved
$5.18
vs Baseline
67.4%
VM Usage by Tier
Simple (D2_v3)
1.37 hours
25.6%
Medium (D4_v3)
2.06 hours
38.4%
Complex (D8_v3)
1.97 hours
36.7%
Worker Cost Details
Worker VM Size Tier Tasks Runtime Hourly Rate Total Cost Cost/Task
#1 Standard_D2_v3 SPOT Simple 15 0.45h $0.024/h $0.01 $0.0007
#2 Standard_D2_v3 SPOT Simple 16 0.48h $0.024/h $0.01 $0.0007
#3 Standard_D2_v3 SPOT Simple 15 0.44h $0.024/h $0.01 $0.0007
#4 Standard_D4_v3 SPOT Medium 16 0.52h $0.048/h $0.02 $0.0016
#5 Standard_D4_v3 SPOT Medium 15 0.51h $0.048/h $0.02 $0.0016
#6 Standard_D4_v3 SPOT Medium 16 0.53h $0.048/h $0.03 $0.0016
#7 Standard_D4_v3 SPOT Medium 15 0.50h $0.048/h $0.02 $0.0016
#8 Standard_D8_v3 SPOT Complex 15 0.65h $0.096/h $0.06 $0.0042
#9 Standard_D8_v3 SPOT Complex 16 0.68h $0.096/h $0.07 $0.0041
#10 Standard_D8_v3 SPOT Complex 15 0.64h $0.096/h $0.06 $0.0041