release: bump version to 0.31.1
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docs/technical/earth-bgp-context.md
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docs/technical/earth-bgp-context.md
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# BGP Context
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## Current Goal
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The BGP module is being evolved from an anomaly-only demo into a layered observability pipeline:
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`raw observations -> enrichment -> detectors -> incidents -> console/Earth visualization`
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The practical product goal is no longer just to "show incidents on the globe". The current product objective is:
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1. keep BGP visually present on Earth even when incident density is low
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2. make incidents clearly feel like a higher-confidence layer than anomalies
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3. show that the observation network is still active even when there are no active incidents
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In practice, that means Earth should behave like an observability surface, not only an incident map:
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- `collectors` show that observation is happening
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- `activity` shows where routing state is currently active or noisy
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- `incidents` become the highest-confidence focus layer
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## Current Backend Architecture
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### Data Layers
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1. `BGPObservation`
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- File: `backend/app/models/bgp_observation.py`
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- Purpose: store normalized raw routing observations from live/history sources.
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- Typical fields:
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- `source`
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- `collector`
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- `peer_asn`
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- `peer_ip`
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- `prefix`
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- `event_type`
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- `as_path`
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- `origin_asn`
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- `next_hop`
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- `communities`
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- `observed_at`
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- `raw_payload`
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- `collector_geo`
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- `ingest_batch_id`
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2. `BGPAnomaly`
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- File: `backend/app/models/bgp_anomaly.py`
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- Purpose: hold atomic detector outputs.
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- Current detector output types include:
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- `origin_change`
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- `more_specific_burst`
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- `mass_withdrawal`
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3. `BGPIncident`
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- File: `backend/app/models/bgp_incident.py`
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- Purpose: aggregate atomic anomalies into incident-level objects for humans and the UI.
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### Pipeline
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Main flow is currently anchored in:
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- `backend/app/services/collectors/bgp_common.py`
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- `backend/app/services/bgp_enrichment.py`
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- `backend/app/services/bgp_detectors.py`
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- `backend/app/services/bgp_incidents.py`
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Operational flow:
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1. collectors fetch raw BGP data
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2. `normalize_bgp_event()` standardizes payloads
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3. observations are persisted to `bgp_observations`
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4. enrichment augments events with analysis context
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5. detectors create `bgp_anomalies`
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6. incident aggregation rolls anomalies up into `bgp_incidents`
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### Current Ingest Sources
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1. `RIPE RIS Live`
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- Collector file: `backend/app/services/collectors/ris_live.py`
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- Used for realtime observation flow.
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2. `CAIDA BGPStream Backfill`
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- Collector file: `backend/app/services/collectors/bgpstream.py`
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- Used as history/backfill entry point.
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## Current Enrichment Status
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Implemented enrichment skeleton in:
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- `backend/app/services/bgp_enrichment.py`
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Current enrichments:
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- prefix family / prefix length
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- supernet / more-specific derivation
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- deduplicated AS path
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- path prepending hints
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- collector region info
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- prefix baseline hints
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- new-origin detection
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- ASN organization profile from PeeringDB where available
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- prefix scope / impacted region hints
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- prefix geography source priority:
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- `OpenGeoFeed` (override/high confidence)
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- `IPtoASN` (country-range baseline)
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- `NRO delegated stats` (registry-allocation fallback)
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Current limitation:
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- `RPKI` is still placeholder-only and returns `unknown`
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- no real ROA validation source is integrated yet
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- `inetnum` / `inet6num` whois fallback is still pending
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## Current API Surface
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Primary API file:
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- `backend/app/api/v1/bgp.py`
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Available endpoints:
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- `/api/v1/bgp/events`
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- `/api/v1/bgp/events/summary`
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- `/api/v1/bgp/events/{id}`
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- `/api/v1/bgp/anomalies`
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- `/api/v1/bgp/anomalies/summary`
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- `/api/v1/bgp/anomalies/{id}`
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- `/api/v1/bgp/incidents`
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- `/api/v1/bgp/incidents/summary`
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- `/api/v1/bgp/incidents/{id}`
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Visualization GeoJSON endpoints:
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- `backend/app/api/v1/visualization.py`
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- `/api/v1/visualization/geo/bgp-collectors`
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- `/api/v1/visualization/geo/bgp-anomalies`
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- `/api/v1/visualization/geo/bgp-incidents`
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## Current Earth Behavior
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Relevant files:
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- `frontend/public/earth/js/bgp.js`
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- `frontend/public/earth/js/main.js`
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- `frontend/public/earth/js/info-card.js`
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- `frontend/public/earth/js/constants.js`
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- `frontend/public/earth/index.html`
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Current design:
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1. Collectors are always shown when BGP is enabled.
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2. Incident markers are now the primary Earth BGP markers.
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3. If there are no incidents, Earth falls back to anomaly markers.
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4. If there are no anomalies either, collectors still provide presence.
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5. A dedicated `activity layer` now adds:
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- per-collector recent 15-minute activity halos
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- clustered regional activity hints derived from active collectors
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6. Incident markers now use:
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- symbol-driven event cores
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- outward ring pulses
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- reduced diffuse glow compared with older Earth builds
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5. The right-side stats now show:
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- BGP events
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- collector count
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- BGP status summary
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This is directionally correct, but still incomplete for low-event-density periods. Right now Earth can still feel too quiet when incidents are sparse because the system lacks a dedicated `activity layer` between raw observation and incident focus.
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Current BGP status strategy:
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- incidents present: show active incident count
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- no incidents but anomalies present: show active anomaly count, plus active observation regions when available
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- no incidents/anomalies but activity present: show `观测网络运行中`
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- no incidents/anomalies but collectors present: show `观测网络运行中 · 当前未发现聚合级事件`
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- no BGP data at all: show `暂无观测数据`
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Earth info-card strategy:
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- `bgp` card is now incident-centric in wording
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- `bgp_collector` card shows collector location and current event count
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## Current Product Gap
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The main product gap is not architecture correctness. It is low-density visualization strategy.
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Current reality:
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- incident count is naturally much lower than anomaly count
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- that is expected, because incidents are aggregated and de-noised
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- but incident-first rendering makes the Earth view look too quiet unless there is another always-available activity layer
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Implementation detail for the recommended `activity layer` is expanded in [bgp-region-aggregation-plan.md](/home/ray/dev/linkong/planet/docs/plans/earth-bgp-region-aggregation-plan.md).
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So the immediate next milestone is:
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`event map -> observability map`
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That means Earth needs three simultaneously readable layers:
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1. `observation layer`
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- collectors
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- recent collector activity
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- baseline coverage
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2. `activity layer`
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- recent event density
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- anomaly/noise hotspots
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- regional activity scoring
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- incident presence bonus
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3. `incident layer`
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- sparse but highly legible, high-confidence event objects
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- symbol-driven markers
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- outward ring pulse instead of broad diffuse glow
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## Incident Visual Direction
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The Earth `incident` layer should not read like a large glowing patch. It should read like a compact, high-confidence event focus.
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Design principles:
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1. `incident` markers should use a strong primary symbol
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- the symbol shape should carry type meaning where possible
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- examples:
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- `origin_change`: triangle-like warning marker
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- `mass_withdrawal`: alert/exclamation-style marker
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- `more_specific_burst`: split/radiating marker
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2. emphasis should come from outward ring pulses, not area flooding
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- use a compact hot core
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- use one or more expanding ring pulses
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- avoid broad luminous blobs that make the event center feel vague
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3. `collector` and `incident` must stay visually distinct
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- collectors are observation infrastructure
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- incidents are extracted event focus
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- collector activity should stay quieter than incident pulse language
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4. calm periods still need observability presence
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- collectors and activity layers should keep the map alive
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- once incidents appear, they should clearly dominate nearby BGP visuals
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5. incident geography should become `prefix-centric`
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- collectors should remain evidence sources, not the primary event location
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- preferred geography priority:
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- `prefix_geography`
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- `prefix_scope`
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- `ASN organization region`
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- `collector centroid` as final fallback
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- `prefix_scope` should remain an observation-derived scope hint
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- a new `prefix_geography` layer should be introduced for actual prefix-centric placement
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Reference inspiration:
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- `World Monitor`
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- sparse event symbols
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- compact centers
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- ring-like outward pulses
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- stronger incident legibility than diffuse glow
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## Current Console Behavior
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Relevant page:
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- `frontend/src/pages/BGP/BGP.tsx`
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Current BGP console page has three levels:
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1. observation summary
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- total events
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- collector count
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- prefix count
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2. incident summary and incident table
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3. anomaly detail table plus recent observation events
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This means the BGP page still has useful signal even when there are zero anomalies.
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## Known Product/Engineering Boundaries
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1. The current system is still closer to an event board than a full BGP sensing platform.
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2. RIS coverage still needs to expand beyond narrow subscription scope.
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3. BGPStream history is still not full MRT-to-prefix decoded analytics.
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4. Collector geography still depends heavily on static RIPE RIS mappings.
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5. Incident-to-cable/IXP/region association is still weak and early-stage.
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6. Earth currently visualizes logical observation/impact structure, not true physical traffic paths.
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## Test Status
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BGP-specific tests live in:
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- `backend/tests/test_bgp.py`
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Verified status at this point:
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- `25 passed` for `backend/tests/test_bgp.py`
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- `62 passed` for `backend/tests`
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Covered areas include:
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- normalization
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- observation serialization
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- enrichment
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- detectors, including route leak candidate and path flap
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- incident aggregation
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- batch anomaly creation
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- BGP events/incidents API
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- summary endpoints
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## Most Relevant Files
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Backend:
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- `backend/app/models/bgp_observation.py`
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- `backend/app/models/bgp_anomaly.py`
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- `backend/app/models/bgp_incident.py`
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- `backend/app/services/collectors/bgp_common.py`
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- `backend/app/services/bgp_enrichment.py`
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- `backend/app/services/bgp_detectors.py`
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- `backend/app/services/bgp_incidents.py`
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- `backend/app/api/v1/bgp.py`
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- `backend/app/api/v1/visualization.py`
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Frontend:
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- `frontend/src/pages/BGP/BGP.tsx`
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- `frontend/public/earth/js/bgp.js`
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- `frontend/public/earth/js/main.js`
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- `frontend/public/earth/js/info-card.js`
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- `frontend/public/earth/js/constants.js`
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- `frontend/public/earth/index.html`
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## Recommended Next Steps
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### Next Backend / Detection Priority
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1. Integrate real RPKI validation data.
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2. Expand realtime collector coverage and include withdrawals more broadly.
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3. Continue refining route leak and path instability detectors with stronger heuristics.
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### Next Correlation / Storytelling Priority
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4. Strengthen incident aggregation semantics and titles.
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5. Add weak correlation from incidents to:
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- cable corridors
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- landing points
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- IXPs
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- other traffic anomaly sources
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6. Refine Earth hover/click handoff between collectors and incidents.
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### Next Visualization Priority
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7. Refine regional activity scoring so the activity layer is informative without becoming noisy.
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8. Add more incident symbol types as new detectors land.
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9. Add a real prefix geography source:
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- `IPtoASN / IPtoCountry` as the first practical dataset
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- `OpenGeoFeed` as a higher-quality override layer
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- registry/whois only as fallback
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