From 8d11321835462a04b854cfac0c817c412eea9d5f Mon Sep 17 00:00:00 2001 From: Daniele Viti Date: Tue, 28 Oct 2025 11:42:17 +0000 Subject: [PATCH] Update SCHEME.md --- SCHEME.md | 315 ++++++++++++++++++++++++++++-------------------------- 1 file changed, 165 insertions(+), 150 deletions(-) diff --git a/SCHEME.md b/SCHEME.md index c8a4fdb..0cdb226 100644 --- a/SCHEME.md +++ b/SCHEME.md @@ -52,68 +52,73 @@ Schema semplificato per presentazioni executive e management. graph TB %% Styling classDef infrastructure fill:#e1f5ff,stroke:#01579b,stroke-width:3px,color:#333 - classDef kafka fill:#fff3e0,stroke:#e65100,stroke-width:3px,color:#333 classDef cache fill:#f3e5f5,stroke:#4a148c,stroke-width:3px,color:#333 + classDef change fill:#fff3e0,stroke:#e65100,stroke-width:3px,color:#333 classDef llm fill:#e8f5e9,stroke:#1b5e20,stroke-width:3px,color:#333 classDef git fill:#fce4ec,stroke:#880e4f,stroke-width:3px,color:#333 classDef human fill:#fff9c4,stroke:#f57f17,stroke-width:3px,color:#333 - + %% ======================================== %% FLUSSO 1: RACCOLTA DATI (Background) %% ======================================== - + INFRA[("🏢 SISTEMI
INFRASTRUTTURALI

VMware | K8s | Linux | Cisco")]:::infrastructure - + CONN["🔌 CONNETTORI
Polling Automatico"]:::infrastructure - - KAFKA[("📨 APACHE KAFKA
Message Broker
+ Persistenza")]:::kafka - - CONSUMER["⚙️ KAFKA CONSUMER
Processor Service"]:::kafka - - REDIS[("💾 REDIS CACHE
(Opzionale)
Performance Layer")]:::cache - + + REDIS[("💾 REDIS CACHE
Configurazione
Infrastruttura")]:::cache + INFRA -->|"API Polling
Continuo"| CONN - CONN -->|"Publish
Eventi"| KAFKA - KAFKA -->|"Consume
Stream"| CONSUMER - CONSUMER -.->|"Update
Opzionale"| REDIS - + CONN -->|"Update
Configurazione"| REDIS + %% ======================================== - %% FLUSSO 2: GENERAZIONE DOCUMENTAZIONE + %% CHANGE DETECTION %% ======================================== - - USER["👤 UTENTE
Richiesta Doc"]:::human - - LLM["🤖 LLM ENGINE
Claude / GPT"]:::llm - + + CHANGE["🔍 CHANGE DETECTOR
Rileva Modifiche
Configurazione"]:::change + + REDIS -->|"Monitor
Changes"| CHANGE + + %% ======================================== + %% FLUSSO 2: GENERAZIONE DOCUMENTAZIONE (Triggered) + %% ======================================== + + TRIGGER["⚡ TRIGGER
Solo se modifiche"]:::change + + USER["👤 UTENTE
Richiesta Manuale"]:::human + + LLM["🤖 LLM ENGINE
Qwen (Locale)"]:::llm + MCP["🔧 MCP SERVER
API Control Platform"]:::llm - + DOC["📄 DOCUMENTO
Markdown Generato"]:::llm - - USER -->|"1. Prompt"| LLM - LLM -->|"2. Tool Call"| MCP - MCP -->|"3a. Query"| KAFKA - MCP -.->|"3b. Query
Fast"| REDIS - KAFKA -->|"4a. Dati"| MCP - REDIS -.->|"4b. Dati"| MCP - MCP -->|"5. Context"| LLM - LLM -->|"6. Genera"| DOC - + + CHANGE -->|"Modifiche
Rilevate"| TRIGGER + USER -.->|"Opzionale"| TRIGGER + + TRIGGER -->|"Avvia
Generazione"| LLM + LLM -->|"Tool Call"| MCP + MCP -->|"Query"| REDIS + REDIS -->|"Dati Config"| MCP + MCP -->|"Context"| LLM + LLM -->|"Genera"| DOC + %% ======================================== %% FLUSSO 3: VALIDAZIONE E PUBBLICAZIONE %% ======================================== - + GIT["📦 GITLAB
Repository"]:::git - + PR["🔀 PULL REQUEST
Review Automatica"]:::git - + TECH["👨‍💼 TEAM TECNICO
Validazione Umana"]:::human - + PIPELINE["⚡ CI/CD PIPELINE
GitLab Runner"]:::git - + MKDOCS["📚 MKDOCS
Static Site Generator"]:::git - + WEB["🌐 DOCUMENTAZIONE
GitLab Pages
(Pubblicata)"]:::git - + DOC -->|"Push +
Branch"| GIT GIT -->|"Crea"| PR PR -->|"Notifica"| TECH @@ -121,20 +126,21 @@ graph TB GIT -->|"Trigger"| PIPELINE PIPELINE -->|"Build"| MKDOCS MKDOCS -->|"Deploy"| WEB - + %% ======================================== - %% ANNOTAZIONI SICUREZZA + %% ANNOTAZIONI %% ======================================== - + SECURITY["🔒 SICUREZZA
LLM isolato dai sistemi live"]:::human - PERF["⚡ PERFORMANCE
Cache Redis opzionale"]:::cache - + EFFICIENCY["⚡ EFFICIENZA
Doc generata solo
su modifiche"]:::change + LLM -.->|"NESSUN
ACCESSO"| INFRA - + SECURITY -.-> LLM - PERF -.-> REDIS + EFFICIENCY -.-> CHANGE ``` + --- ## 🔧 Schema Tecnico @@ -148,207 +154,216 @@ graph TB %% Styling tecnico classDef infra fill:#e1f5ff,stroke:#01579b,stroke-width:2px,color:#333,font-size:11px classDef connector fill:#e3f2fd,stroke:#1565c0,stroke-width:2px,color:#333,font-size:11px - classDef kafka fill:#fff3e0,stroke:#e65100,stroke-width:2px,color:#333,font-size:11px classDef cache fill:#f3e5f5,stroke:#4a148c,stroke-width:2px,color:#333,font-size:11px + classDef change fill:#fff3e0,stroke:#e65100,stroke-width:2px,color:#333,font-size:11px classDef llm fill:#e8f5e9,stroke:#1b5e20,stroke-width:2px,color:#333,font-size:11px classDef git fill:#fce4ec,stroke:#880e4f,stroke-width:2px,color:#333,font-size:11px classDef monitor fill:#fff8e1,stroke:#f57f17,stroke-width:2px,color:#333,font-size:11px - + %% ===================================== %% LAYER 1: SISTEMI SORGENTE %% ===================================== - + subgraph SOURCES["🏢 INFRASTRUCTURE SOURCES"] VCENTER["VMware vCenter
API: vSphere REST 7.0+
Port: 443/HTTPS
Auth: API Token"]:::infra K8S_API["Kubernetes API
API: v1.28+
Port: 6443/HTTPS
Auth: ServiceAccount + RBAC"]:::infra LINUX["Linux Servers
Protocol: SSH/Ansible
Port: 22
Auth: SSH Keys"]:::infra CISCO["Cisco Devices
Protocol: NETCONF/RESTCONF
Port: 830/443
Auth: AAA"]:::infra end - + %% ===================================== %% LAYER 2: CONNETTORI %% ===================================== - + subgraph CONNECTORS["🔌 DATA COLLECTORS (Python/Go)"] - CONN_VM["VMware Collector
Lang: Python 3.11
Lib: pyvmomi
Schedule: */15 * * * *
Output: JSON"]:::connector - + CONN_VM["VMware Collector
Lang: Python 3.11
Lib: pyvmomi
Schedule: */15 * * * *
Output: JSON → Redis"]:::connector + CONN_K8S["K8s Collector
Lang: Python 3.11
Lib: kubernetes-client
Schedule: */5 * * * *
Resources: pods,svc,ing,deploy"]:::connector - + CONN_LNX["Linux Collector
Lang: Python 3.11
Lib: paramiko/ansible
Schedule: */30 * * * *
Data: sysinfo,packages,services"]:::connector - + CONN_CSC["Cisco Collector
Lang: Python 3.11
Lib: ncclient
Schedule: */30 * * * *
Data: interfaces,routing,vlans"]:::connector end - + VCENTER -->|"GET /api/vcenter/vm"| CONN_VM K8S_API -->|"kubectl proxy
API calls"| CONN_K8S LINUX -->|"SSH batch
commands"| CONN_LNX CISCO -->|"NETCONF
get-config"| CONN_CSC - + %% ===================================== - %% LAYER 3: MESSAGE BROKER + %% LAYER 3: REDIS STORAGE %% ===================================== - - subgraph MESSAGING["📨 KAFKA CLUSTER (3 brokers)"] - KAFKA_TOPICS["Kafka Topics:
• vmware.inventory (P:6, R:3)
• k8s.resources (P:12, R:3)
• linux.systems (P:3, R:3)
• cisco.network (P:3, R:3)
Retention: 7 days
Format: JSON + Schema Registry"]:::kafka - - SCHEMA["Schema Registry
Avro Schemas
Versioning enabled
Port: 8081"]:::kafka - end - - CONN_VM -->|"Producer
Batch 100 msg"| KAFKA_TOPICS - CONN_K8S -->|"Producer
Batch 100 msg"| KAFKA_TOPICS - CONN_LNX -->|"Producer
Batch 50 msg"| KAFKA_TOPICS - CONN_CSC -->|"Producer
Batch 50 msg"| KAFKA_TOPICS - - KAFKA_TOPICS <--> SCHEMA - - %% ===================================== - %% LAYER 4: PROCESSING & CACHE - %% ===================================== - - subgraph PROCESSING["⚙️ STREAM PROCESSING"] - CONSUMER_GRP["Kafka Consumer Group
Group ID: doc-consumers
Lang: Python 3.11
Lib: kafka-python
Workers: 6
Commit: auto (5s)"]:::kafka - - PROCESSOR["Data Processor
• Validation
• Transformation
• Enrichment
• Deduplication"]:::kafka - end - - KAFKA_TOPICS -->|"Subscribe
offset management"| CONSUMER_GRP - CONSUMER_GRP --> PROCESSOR - - subgraph STORAGE["💾 CACHE LAYER (Optional)"] + + subgraph STORAGE["💾 REDIS CLUSTER"] REDIS_CLUSTER["Redis Cluster
Mode: Cluster (6 nodes)
Port: 6379
Persistence: RDB + AOF
Memory: 64GB
Eviction: allkeys-lru"]:::cache - - REDIS_KEYS["Key Structure:
• vmware:vcenter-id:vms
• k8s:cluster:namespace:resource
• linux:hostname:info
• cisco:device-id:config
TTL: 1-24h based on type"]:::cache + + REDIS_KEYS["Key Structure:
• vmware:vcenter-id:vms:hash
• k8s:cluster:namespace:resource:hash
• linux:hostname:info:hash
• cisco:device-id:config:hash
• changelog:timestamp:diff
TTL: 30d for data, 90d for changelog"]:::cache end - - PROCESSOR -.->|"SET/HSET
Pipeline batch"| REDIS_CLUSTER + + CONN_VM -->|"HSET/HMSET
+ Hash Storage"| REDIS_CLUSTER + CONN_K8S -->|"HSET/HMSET
+ Hash Storage"| REDIS_CLUSTER + CONN_LNX -->|"HSET/HMSET
+ Hash Storage"| REDIS_CLUSTER + CONN_CSC -->|"HSET/HMSET
+ Hash Storage"| REDIS_CLUSTER + REDIS_CLUSTER --> REDIS_KEYS - + %% ===================================== - %% LAYER 5: LLM & MCP + %% LAYER 4: CHANGE DETECTION %% ===================================== - - subgraph LLM_LAYER["🤖 AI GENERATION LAYER"] - LLM_ENGINE["LLM Engine
Model: Claude Sonnet 4 / GPT-4
API: Anthropic/OpenAI
Temp: 0.3
Max Tokens: 4096
Timeout: 120s"]:::llm - - MCP_SERVER["MCP Server
Lang: TypeScript/Node.js
Port: 3000
Protocol: JSON-RPC 2.0
Auth: JWT tokens"]:::llm - - MCP_TOOLS["MCP Tools:
• getVMwareInventory(vcenter)
• getK8sResources(cluster,ns,type)
• getLinuxSystemInfo(hostname)
• getCiscoConfig(device,section)
• queryTimeRange(start,end)
Return: JSON + Metadata"]:::llm + + subgraph CHANGE_DETECTION["🔍 CHANGE DETECTION SYSTEM"] + DETECTOR["Change Detector Service
Lang: Python 3.11
Lib: redis-py
Algorithm: Hash comparison
Check interval: */5 * * * *"]:::change + + DIFF_ENGINE["Diff Engine
• Deep object comparison
• JSON diff generation
• Change classification
• Severity assessment"]:::change + + CHANGE_LOG["Change Log Store
Key: changelog:*
Data: diff JSON + metadata
Indexed by: timestamp, resource"]:::change + + NOTIFIER["Change Notifier
• Webhook triggers
• Slack notifications
• Event emission
Target: LLM trigger"]:::change end - + + REDIS_CLUSTER -->|"Monitor
key changes"| DETECTOR + DETECTOR --> DIFF_ENGINE + DIFF_ENGINE -->|"Store diff"| CHANGE_LOG + CHANGE_LOG --> REDIS_CLUSTER + DIFF_ENGINE -->|"Notify if
significant"| NOTIFIER + + %% ===================================== + %% LAYER 5: LLM TRIGGER & GENERATION + %% ===================================== + + subgraph TRIGGER_SYSTEM["⚡ TRIGGER SYSTEM"] + TRIGGER_SVC["Trigger Service
Lang: Python 3.11
Listen: Webhook + Redis Pub/Sub
Debounce: 5 min
Batch: multiple changes"]:::change + + QUEUE["Generation Queue
Type: Redis List
Priority: High/Medium/Low
Processing: FIFO"]:::change + end + + NOTIFIER -->|"Trigger event"| TRIGGER_SVC + TRIGGER_SVC -->|"Enqueue
generation task"| QUEUE + + subgraph LLM_LAYER["🤖 AI GENERATION LAYER"] + LLM_ENGINE["LLM Engine
Model: Qwen (Locale)
API: Ollama/vLLM/LM Studio
Port: 11434
Temp: 0.3
Max Tokens: 4096
Timeout: 120s"]:::llm + + MCP_SERVER["MCP Server
Lang: TypeScript/Node.js
Port: 3000
Protocol: JSON-RPC 2.0
Auth: JWT tokens"]:::llm + + MCP_TOOLS["MCP Tools:
• getVMwareInventory(vcenter)
• getK8sResources(cluster,ns,type)
• getLinuxSystemInfo(hostname)
• getCiscoConfig(device,section)
• getChangelog(start,end,resource)
Return: JSON + Metadata"]:::llm + end + + QUEUE -->|"Dequeue
task"| LLM_ENGINE + LLM_ENGINE <-->|"Tool calls
JSON-RPC"| MCP_SERVER MCP_SERVER --> MCP_TOOLS - - MCP_TOOLS -->|"1. Query Kafka Consumer API
GET /api/v1/data"| CONSUMER_GRP - MCP_TOOLS -.->|"2. Fallback Redis
MGET/HGETALL"| REDIS_CLUSTER - - CONSUMER_GRP -->|"JSON Response
+ Timestamps"| MCP_TOOLS - REDIS_CLUSTER -.->|"Cached JSON
Fast response"| MCP_TOOLS - + + MCP_TOOLS -->|"HGETALL/MGET
Read data"| REDIS_CLUSTER + REDIS_CLUSTER -->|"Config data
+ Changelog"| MCP_TOOLS MCP_TOOLS -->|"Structured Data
+ Context"| LLM_ENGINE - + subgraph OUTPUT["📝 DOCUMENT GENERATION"] TEMPLATE["Template Engine
Format: Jinja2
Templates: markdown/*.j2
Variables: from LLM"]:::llm - - MARKDOWN["Markdown Output
Format: CommonMark
Metadata: YAML frontmatter
Assets: diagrams in mermaid"]:::llm - - VALIDATOR["Doc Validator
• Markdown linting
• Link checking
• Schema validation"]:::llm + + MARKDOWN["Markdown Output
Format: CommonMark
Metadata: YAML frontmatter
Change summary included
Assets: diagrams in mermaid"]:::llm + + VALIDATOR["Doc Validator
• Markdown linting
• Link checking
• Schema validation
• Change verification"]:::llm end - + LLM_ENGINE --> TEMPLATE TEMPLATE --> MARKDOWN MARKDOWN --> VALIDATOR - + %% ===================================== %% LAYER 6: GITOPS %% ===================================== - + subgraph GITOPS["🔄 GITOPS WORKFLOW"] GIT_REPO["GitLab Repository
URL: gitlab.com/docs/infra
Branch strategy: main + feature/*
Protected: main (require approval)"]:::git - + GIT_API["GitLab API
API: v4
Auth: Project Access Token
Permissions: api, write_repo"]:::git - - PR_AUTO["Automated PR Creator
Lang: Python 3.11
Lib: python-gitlab
Template: .gitlab/merge_request.md"]:::git + + PR_AUTO["Automated PR Creator
Lang: Python 3.11
Lib: python-gitlab
Template: .gitlab/merge_request.md
Include: change summary"]:::git end - + VALIDATOR -->|"git add/commit/push"| GIT_REPO GIT_REPO <--> GIT_API GIT_API --> PR_AUTO - - REVIEWER["👨‍💼 Technical Reviewer
Role: Maintainer/Owner
Review: diff + validation
Approve: required (min 1)"]:::monitor - + + REVIEWER["👨‍💼 Technical Reviewer
Role: Maintainer/Owner
Review: diff + validation
Check: change correlation
Approve: required (min 1)"]:::monitor + PR_AUTO -->|"Notification
Email + Slack"| REVIEWER REVIEWER -->|"Merge to main"| GIT_REPO - + %% ===================================== %% LAYER 7: CI/CD & PUBLISH %% ===================================== - + subgraph CICD["⚡ CI/CD PIPELINE"] GITLAB_CI["GitLab CI/CD
Runner: docker
Image: python:3.11-alpine
Stages: build, test, deploy"]:::git - + PIPELINE_JOBS["Pipeline Jobs:
1. lint (markdownlint-cli)
2. build (mkdocs build)
3. test (link-checker)
4. deploy (rsync/s3)"]:::git - + MKDOCS_CFG["MkDocs Config
Theme: material
Plugins: search, tags, mermaid
Extensions: admonition, codehilite"]:::git end - + GIT_REPO -->|"on: push to main
Webhook trigger"| GITLAB_CI GITLAB_CI --> PIPELINE_JOBS PIPELINE_JOBS --> MKDOCS_CFG - + subgraph PUBLISH["🌐 PUBLICATION"] STATIC_SITE["Static Site
Generator: MkDocs
Output: HTML/CSS/JS
Assets: optimized images"]:::git - + CDN["GitLab Pages / S3 + CloudFront
URL: docs.company.com
SSL: Let's Encrypt
Cache: 1h"]:::git - + SEARCH["Search Index
Engine: Algolia/Meilisearch
Update: on publish
API: REST"]:::git end - + MKDOCS_CFG -->|"mkdocs build
--strict"| STATIC_SITE STATIC_SITE --> CDN STATIC_SITE --> SEARCH - + %% ===================================== %% LAYER 8: MONITORING & OBSERVABILITY %% ===================================== - + subgraph OBSERVABILITY["📊 MONITORING & LOGGING"] - PROMETHEUS["Prometheus
Metrics: collector lag, cache hit/miss
Scrape: 30s
Retention: 15d"]:::monitor - - GRAFANA["Grafana Dashboards
• Kafka metrics
• Redis performance
• LLM response times
• Pipeline success rate"]:::monitor - + PROMETHEUS["Prometheus
Metrics: collector updates, changes detected
Scrape: 30s
Retention: 15d"]:::monitor + + GRAFANA["Grafana Dashboards
• Collector status
• Redis performance
• Change detection rate
• LLM response times
• Pipeline success rate"]:::monitor + ELK["ELK Stack
Logs: all components
Index: daily rotation
Retention: 30d"]:::monitor - - ALERTS["Alerting
• Connector failures
• Kafka lag > 10k
• Redis OOM
• Pipeline failures
Channel: Slack + PagerDuty"]:::monitor + + ALERTS["Alerting
• Collector failures
• Redis issues
• Change detection errors
• Pipeline failures
Channel: Slack + PagerDuty"]:::monitor end - + CONN_VM -.->|"metrics"| PROMETHEUS CONN_K8S -.->|"metrics"| PROMETHEUS - KAFKA_TOPICS -.->|"metrics"| PROMETHEUS REDIS_CLUSTER -.->|"metrics"| PROMETHEUS + DETECTOR -.->|"metrics"| PROMETHEUS MCP_SERVER -.->|"metrics"| PROMETHEUS GITLAB_CI -.->|"metrics"| PROMETHEUS - + PROMETHEUS --> GRAFANA - + CONN_VM -.->|"logs"| ELK - CONSUMER_GRP -.->|"logs"| ELK + DETECTOR -.->|"logs"| ELK MCP_SERVER -.->|"logs"| ELK GITLAB_CI -.->|"logs"| ELK - + GRAFANA --> ALERTS - + %% ===================================== - %% SECURITY ANNOTATIONS + %% SECURITY & EFFICIENCY ANNOTATIONS %% ===================================== - + SEC1["🔒 SECURITY:
• All APIs use TLS 1.3
• Secrets in Vault/K8s Secrets
• Network: private VPC
• LLM has NO direct access"]:::monitor - + SEC2["🔐 AUTHENTICATION:
• API Tokens rotated 90d
• RBAC enforced
• Audit logs enabled
• MFA required for Git"]:::monitor - + + EFF1["⚡ EFFICIENCY:
• Doc generation only on changes
• Debounce prevents spam
• Hash-based change detection
• Batch processing"]:::change + SEC1 -.-> MCP_SERVER SEC2 -.-> GIT_REPO + EFF1 -.-> DETECTOR ``` + --- ## 💬 Sistema RAG Conversazionale