Proprietary engine

GPU Spot-Bidding

Vantage tracks spot interruption rates. We compute the bid that minimises $-per-training-step given your checkpoint frequency.

Optimisation objective: bid × hours-until-interrupt × restart-overhead ÷ training-steps-completed.

p4d.24xlarge
On-demand
$32.77/hr
Optimal bid
$6.55/hr
20% of on-demand
Savings
78.5%
incl. interruption overhead

Optimal bid: 20% of on-demand = $6.554/hr. At this bid, expected 7.2 interrupts over the 40.0-hr training run; each interrupt costs 15min checkpoint + 8min restart (=6.9% overhead). Effective $/training-step = $0.05866, vs $0.27308 on-demand → 79% savings.

Bid curve
Each row evaluates a candidate bid price. The optimum minimises $/training-step.
Bid %$/hrInterrupt prob/hrHrs until interruptOverhead %$/step
20%$6.5518.00%5.6h6.9%$0.05866
25%$8.1915.00%6.7h5.8%$0.07244
30%$9.8312.00%8.3h4.6%$0.08588
35%$11.479.00%11.1h3.5%$0.09899
40%$13.117.33%13.6h2.8%$0.11239
45%$14.755.67%17.6h2.2%$0.12562
50%$16.394.00%25.0h1.5%$0.13867
55%$18.023.37%29.6h1.3%$0.15216
60%$19.662.75%36.4h1.1%$0.16560
65%$21.302.12%47.1h0.8%$0.17896
70%$22.941.50%66.7h0.6%$0.19226
75%$24.581.25%80.0h0.5%$0.20580
80%$26.221.00%100.0h0.4%$0.21931
85%$27.860.75%133.3h0.3%$0.23279
90%$29.490.50%200.0h0.2%$0.24625

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