Integration
Focused testsPretrained load, optimizer coverage, forward, loss, and backward smoke.
GPU calibration on RTX4090Calibrate the model-specific physical batch while preserving intended effective batch where reasonable.
Full training
Best reproducible checkpointSelect by validation mAP; inspect training-health trajectories diagnostically.
Standalone evaluation
Evidence freeze
Evidence accepted
A bounded gate or historical result has completed with evidence.
Active training
DEIM-D-FINE-X production training on RTX4090 is the current main-performance step.
Queued execution
Work begins after its exact-artifact preflight and available execution slot.
Noncritical branch
Skip when time or data budget threatens the submission path.
Condition not met
Do not execute until the stated diagnostic, evidence, or eligibility condition is satisfied.