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Diagram generation: ref-arch-driven procedure + spec validator + KB enrichment

Browse Source 
The diagram path now follows a documented standard procedure (lookup
the closest Oracle Architecture Center reference → confirm components
→ author absolute_layout → spec validator → render → visually verify)
and ships persistent guardrails so layout regressions can't recur.

Persistent procedure changes (apply to all users, all sessions):
- tools/diagram_spec_validator.py — geometry checks (CONTAINER_TOO_THIN,
  CONTAINER_PADDING_VIOLATION, LABEL_OVERFLOW_PARENT) run BEFORE either
  renderer (drawio + PPTX). Catches the subnet-collapse / label-overflow
  bugs that the post-render drawio validator missed.
- tools/oci_diagram_gen.py + tools/oci_pptx_diagram_gen.py — call the
  spec validator before emitting any output. Adds mysql / mysql_heatwave
  type aliases.
- tools/archcenter_pattern_lookup.py — scores against cached page
  descriptions (not just the 1-line summary), supports --queries for
  multi-fragment composition, and applies synonym expansion via
  kb/architecture-center/synonyms.yaml so "LB HA cross AD" matches
  "load balancer high availability availability domain".
- kb/architecture-center/synonyms.yaml — canonical synonym table
  (load balancer, autonomous database, data guard, …) used by the
  lookup scorer.

KB enrichment:
- tools/archcenter_description_fetcher.py + 121 cached _description.md
  under kb/diagram/assets/archcenter-refs/<slug>/. Removes the runtime
  dependency on docs.oracle.com when authoring specs and feeds the
  pattern-lookup scorer.
- 110+ cached .drawio / .svg / .png references for offline reuse,
  plus the OCI Toolkit v24.2 import (kb/diagram/assets/oci-toolkit-drawio).

Documentation:
- docs/skill/output-formats.md — new "Standard diagram-generation
  procedure (MANDATORY)" + geometry rules + the new validator entry.
- SKILL.md option 2 — references the mandatory procedure.
- README.md — describes the spec validator, archcenter_pattern_lookup
  and description fetcher, and updates the KB-health table.

Tooling that backs the procedure (cumulative across recent sessions):
tools/archcenter_case_runner.py, archcenter_batch_driver.py,
archcenter_zip_downloader.py, drawio_visual_validator.py,
drawio_fidelity_eval.py, harvest_drawio_icon.py, import_oci_library.py,
oci_pptx_diagram_gen.py, oci_pptx_render.py, refresh_pptx_icon_index.py.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This commit is contained in:
root
2026-04-25 21:15:21 -03:00
parent 2491c38d4b
commit b30a4f0d32
635 changed files with 365317 additions and 1014 deletions
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# Implement a cloud-native DICOM store on Oracle Cloud Infrastructure
- Source: https://docs.oracle.com/en/solutions/cloud-native-dicom-on-oci/index.html
- Date: 2025-12
- Type: reference-architecture
- Services: oke, object-storage, adb-s
- Tags: healthcare, application, autonomous
## Summary (catalog)
Cloud-native DICOM store on OKE with Object Storage for medical images and ADB-S for metadata. DICOMweb API compliance for interoperability with medical imaging systems.
## Architecture (fetched from source)
Architecture
This architecture implements a DICOM store on Oracle Cloud
Infrastructure .
The following diagram illustrates this reference architecture.
Description of the illustration dicom-oci-diagram.png
oci-dicom-store-oracle.zip
The architecture has the following components:
- Oracle Cloud
Infrastructure
Oracle Cloud
Infrastructure (OCI) is Oracle's cloud computing platform
that provides a comprehensive suite of services for
building, deploying, and managing applications in the cloud.
Designed for enterprise performance and security, OCI offers
infrastructure as a service (IaaS), platform as a service
(PaaS), and other cloud services such as AI, machine
learning, networking, storage, and database solutions.
OCI provides high performance, scalability, and
cost-efficiency, supporting a wide range of workloads from
legacy enterprise applications to cloud-native services. It
is ideal for businesses seeking robust cloud capabilities
with strong support for hybrid and multi-cloud
architectures.
- Cloud-based data science platform
Oracle Cloud Infrastructure Data Science is a fully managed platform that enables data scientists
to build, train, deploy, and manage machine learning models
at scale. It provides a collaborative, secure environment
with integrated tools for the entire data science lifecycle,
including notebooks, automated model training, model
evaluation, and deployment.
Data
Science supports popular open-source frameworks like TensorFlow,
scikit-learn, PyTorch, and XGBoost, and offers seamless
integration with other OCI services such as Object Storage,
Data Flow, and AI Services. Backed by a wide selection of
CPU and GPU shapes, Data
Science helps organizations accelerate AI development, streamline
collaboration across teams, and operationalize machine
learning models efficiently in the cloud.
- AI model training and inference
AI
training and inference are the two core stages in the
lifecycle of an artificial intelligence model:
- Training is the process by which a model
learns from large datasets by adjusting its internal
parameters to recognize patterns, make predictions,
or perform specific tasks. This phase is
computationally intensive and requires powerful
hardware such as GPUs, as well as high-throughput
storage and networking.
- Inference is the stage where the trained
model is used to make predictions or decisions based
on new, unseen data. Inference typically needs to be
fast and scalable, especially in real-time
applications like medical imaging, fraud detection,
or virtual assistants.
Chosen by world’s leading AI companies such as
OpenAI and xAI, OCI Generative AI infrastructure has emerged as a leading platform for AI
model training and inference, offering a unique combination
of performance, scalability, and cost-efficiency.
- Security and Compliance
OCI offers a
comprehensive set of security and compliance features
designed to protect data, applications, and workloads across
the cloud environment. OCI provides built-in security at
every layer, including network security, identity and access
management (IAM), data encryption, threat detection, and
monitoring.
Key features include isolated
network virtualization, customer-controlled encryption keys,
security zones, and Oracle Cloud Guard for continuous monitoring and automated threat response.
OCI also supports compliance with major industry and
regulatory standards such as ISO, SOC, HIPAA, GDPR, and
FedRAMP, helping organizations meet strict data protection
and governance requirements.
These
capabilities make OCI a trusted platform for running
sensitive, mission-critical workloads securely and in
compliance with global standards.
- Orthanc
Orthanc is an open-source,
lightweight DICOM server designed to manage, store, and
share medical imaging data. It is widely used in hospitals
and research labs, and by developers to build imaging
workflows without relying on heavy commercial PACS (Picture
Archiving and Communication Systems).
Orthanc seamlessly integrates with OCI Object Storage and OCI Database with PostgreSQL , providing a DICOMweb API endpoint that enables users to
store, retrieve, and query DICOM images by using RESTful
APIs.
In this reference architecture,
Orthanc is deployed on OCI Container Instances or OCI Container Instances (OKE), eliminating the infrastructure management overhead
for our healthcare customers.
- OCI Object Storage
Actual DICOM images are stored in an
OCI Object Storage bucket.
OCI Object Storage offers highly durable, infinitely scalable, and secure
storage for any type of data—structured or unstructured.
Whether you're archiving medical images, serving media
files, or backing up enterprise workloads, OCI Object Storage provides low-latency access, built-in redundancy, and
tiered pricing to optimize cost and performance. It is
designed for modern cloud applications, integrates natively
with AI, analytics, and DevOps tools, and offers seamless
data lifecycle management, all with no up-front hardware
investment.
- OCI Database with PostgreSQL
In this reference architecture, Orthanc
is integrated with OCI Database with PostgreSQL to manage and index the non-image metadata associated
with DICOM files. While Orthanc can run without an external
database (using its built-in SQLite engine), integrating
with a managed and more powerful database such as OCI Database with PostgreSQL is recommended for scalability and performance.
- OCI Kubernetes Engine
Oracle Cloud Infrastructure Kubernetes Engine ( OCI Kubernetes Engine or OKE ) is a fully managed, enterprise-grade Kubernetes service
that simplifies container orchestration on Oracle Cloud.
With OKE, you get automated provisioning, scaling, and
updates, so you can deploy, run, and manage cloud-native
applications with less overhead.
Running
AI workloads on OKE gives you the best of both worlds: the flexibility of
containers and Kubernetes, combined with the power of OCI’s
high-performance infrastructure. Whether you're training
models on GPU nodes or deploying inference at scale, OKE lets you manage AI pipelines with ease using your
favorite tools like TensorFlow, PyTorch, or Hugging
Face.
With automated scaling, GPU
support, integrated logging, and cost-efficient pricing, OKE makes it simple to build, run, and scale AI workloads in
production, all in a secure, enterprise-grade
environment.
- OCI FastConnect
OCI FastConnect offers dedicated, private network connectivity between
customer’s on-premises facility, such as a hospital, and Oracle Cloud , delivering high throughput, low latency, and predictable
performance for enterprise workloads. It bypasses the public
internet entirely, improving security and reliability for
hybrid and multicloud architectures.
But
what sets OCI FastConnect apart is its cost model: OCI doesn’t charge for data
egress over Oracle Cloud , unlike other cloud providers that often impose steep
outbound data transfer fees. This creates significant cost
savings for data-heavy workloads like medical
imaging.
- OCI Roving Edge Device
OCI Roving
Edge Devices (REDs) help facilitate DICOM data transmission
and provide the necessary infrastructure for local
inference. They bring the power of Oracle Cloud to the edge: rugged, portable, high-performance nodes
that let you run applications, process data, and deploy AI
models in disconnected or remote environments.
REDs enable low-latency edge computing with
full compatibility with OCI services. You can preload VMs,
containers, and data, then synchronize with the cloud when
connectivity is available.
Recommendations
Use the following recommendations as a starting point
for implementing a DICOM store on Oracle Cloud
Infrastructure . Your requirements mi

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The diagram you downloaded is available in these formats:
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- SVG
You can customize them for your organization using the associated tools:
- For DRAWIO format, use draw.io for Confluence, online at diagrams.net, or the desktop app. Go to diagrams.net for more information.
- For SVG format, use an SVG editor such as Inkscape or Sketsa SVG Editor, which are free and available for Windows, macOS, Linux.
Note that all diagram components are ungrouped and in a single layer.