A training container must run reproducibly with its required libraries on a managed training service. Which approach best fits?

1. Use monitored stopping criteria and evaluate whether additional training is justified.
2. Package dependencies in a versioned compatible training image.
3. Benchmark representative data and record quality, throughput, and cost.
4. Use durable training checkpoints and verify resume behavior.