Target Architecture for SageMaker Qwen PII Fine-Tuning

Target Architecture for SageMaker Qwen PII Fine-Tuning An architecture diagram generated by Archify. Synthetic PII Generator · 2,200 records · seed 42 · Architecture component Synthetic PII Generator 2,200 records · seed 42 Amazon S3 · dataset · source · artifacts · AWS ap-northeast-2 Amazon S3 dataset · source · artifacts SageMaker Unified Studio · project · catalog · membership · AWS ap-northeast-2 · Observed: 2026-09-01 SageMaker Unified Studio project · catalog · membership Observed: 2026-09-01 SageMaker AI Training Job · ml.g6e.4xlarge · runtime 3h · AWS ap-northeast-2 · Not executed SageMaker AI Training Job ml.g6e.4xlarge · runtime 3h Not executed Qwen3-30B-A3B · 30.5B total / 3.3B active · AWS ap-northeast-2 · Target design Qwen3-30B-A3B 30.5B total / 3.3B active Target design Tokenization / metrics · F1 · leakage · round-trip · AWS ap-northeast-2 · Code validated Tokenization / metrics F1 · leakage · round-trip Code validated SageMaker MLflow App · metrics + adapter artifacts · AWS ap-northeast-2 · 09-01: 3.10.1 SageMaker MLflow App metrics + adapter artifacts 09-01: 3.10.1 EKS GPU Job · same source + dataset · AWS ap-northeast-2 · Not executed EKS GPU Job same source + dataset Not executed MLflow on EKS · ClusterIP · ephemeral · AWS ap-northeast-2 · Not executed MLflow on EKS ClusterIP · ephemeral Not executed Resource Inventory & Teardown · Owned resources / private IDs · AWS ap-northeast-2 Resource Inventory & Teardown Owned resources / private IDs JSONL + SHA-256 project / catalog governance S3 input channel 4-bit QLoRA TYPE<TAB>ORIGINAL aggregate metrics scoped S3 SDK reads HTTP tracking export then delete export then delete cluster AWS ap-northeast-2 Legend Backend Database Cloud Security

Validation scope and dates

  • • Sep 12: 125 CPU regression tests
  • • 09-01: historical AWS provisioning observations

Target Design

  • • GPU training, quality and memory remain unverified
  • • Deterministic replacement does not prove complete detection
  • • GPU execution blocked: PyTorch 2.8 end of patch