P2: Global multi-node model selection + NCS on NODA1
Architecture for 150+ nodes: - global_capabilities_client.py: NATS scatter-gather discovery using wildcard subject node.*.capabilities.get — zero static node lists. New nodes auto-register by deploying NCS and subscribing to NATS. Dead nodes expire from cache after 3x TTL automatically. Multi-node model_select.py: - ModelSelection now includes node, local, via_nats fields - select_best_model prefers local candidates, then remote - Prefer list resolution: local first, remote second - All logged per request: node, runtime, model, local/remote NODA1 compose: - Added node-capabilities service (NCS) to docker-compose.node1.yml - NATS subscription: node.noda1.capabilities.get - Router env: NODE_CAPABILITIES_URL + ENABLE_GLOBAL_CAPS_NATS=true NODA2 compose: - Router env: ENABLE_GLOBAL_CAPS_NATS=true Router main.py: - Startup: initializes global_capabilities_client (NATS connect + first discovery). Falls back to local-only capabilities_client if unavailable. - /infer: uses get_global_capabilities() for cross-node model pool - Offload support: send_offload_request(node_id, type, payload) via NATS Verified on NODA2: - Global caps: 1 node, 14 models (NODA1 not yet deployed) - Sofiia: cloud_grok → grok-4-1-fast-reasoning (OK) - Helion: NCS → qwen3:14b local (OK) - When NODA1 deploys NCS, its models appear automatically via NATS discovery Made-with: Cursor
This commit is contained in:
@@ -27,7 +27,7 @@ services:
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- DEEPSEEK_API_KEY=sk-0db94e8193ec4a6e9acd593ee8d898e7
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- MISTRAL_API_KEY=40Gwjo8nVBx4i4vIkgszvXw9bOwDOu4G
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- COHERE_API_KEY=nOdOXnuepLku2ipJWpe6acWgAsJCsDhMO0RnaEJB
|
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- GROK_API_KEY=xai-69zEnDse8qRuQyZATs9jVKgfwdyvkHzgEVrTbV0OTAurZqsjHmvGepXG6H9GhVRYEC7E4NFl6iZeG0ww
|
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- GROK_API_KEY=xai-CpoLMPgw91NP9AEdHPhIrvU4ZnhV1q1P8BJBKCpD5kTPFRXJmTOkgGNHwYdZpXMlRxBgHcgcSlIXccxh
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- VISION_ENCODER_URL=http://vision-encoder:8001
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- SWAPPER_SERVICE_URL=http://swapper-service:8890
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- IMAGE_GEN_URL=http://swapper-service:8890/image/generate
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@@ -35,12 +35,22 @@ services:
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- STT_SERVICE_UPLOAD_URL=http://swapper-service:8890/stt
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- OCR_SERVICE_URL=http://swapper-service:8890
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- WEB_SEARCH_SERVICE_URL=http://swapper-service:8890
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- REDIS_URL=redis://redis:6379/0
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- CREWAI_SERVICE_URL=http://dagi-staging-crewai-service:9010
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- NATURE_ID_URL=http://plant-vision-node1:8085
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- NATURE_ID_MIN_CONFIDENCE=0.65
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- PLANTNET_API_KEY=${PLANTNET_API_KEY}
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- ONEOK_CRM_BASE_URL=http://oneok-crm-adapter:8088
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- ONEOK_CALC_BASE_URL=http://oneok-calc-adapter:8089
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- ONEOK_DOCS_BASE_URL=http://oneok-docs-adapter:8090
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- ONEOK_SCHEDULE_BASE_URL=http://oneok-schedule-adapter:8091
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- ONEOK_ADAPTER_API_KEY=${ONEOK_ADAPTER_API_KEY}
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- ROUTER_TOOL_MAX_ROUNDS=${ROUTER_TOOL_MAX_ROUNDS:-10}
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- AGROMATRIX_REVIEW_AUTH_MODE=${AGROMATRIX_REVIEW_AUTH_MODE:-bearer}
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- AGROMATRIX_REVIEW_BEARER_TOKENS=${AGROMATRIX_REVIEW_BEARER_TOKENS}
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# ── Node Capabilities (multi-node model selection) ──
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- NODE_CAPABILITIES_URL=http://node-capabilities:8099/capabilities
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- ENABLE_GLOBAL_CAPS_NATS=true
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volumes:
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- ${DEPLOY_ROOT:-.}/services/router/router_config.yaml:/app/router_config.yaml:ro
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- ${DEPLOY_ROOT:-.}/services/router/router-config.yml:/app/router-config.yml:ro
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@@ -77,7 +87,7 @@ services:
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- CUDA_VISIBLE_DEVICES=0
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- CRAWL4AI_URL=http://crawl4ai:11235
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# Cloud API keys for video/image generation
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- GROK_API_KEY=xai-69zEnDse8qRuQyZATs9jVKgfwdyvkHzgEVrTbV0OTAurZqsjHmvGepXG6H9GhVRYEC7E4NFl6iZeG0ww
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- GROK_API_KEY=xai-CpoLMPgw91NP9AEdHPhIrvU4ZnhV1q1P8BJBKCpD5kTPFRXJmTOkgGNHwYdZpXMlRxBgHcgcSlIXccxh
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- MISTRAL_API_KEY=40Gwjo8nVBx4i4vIkgszvXw9bOwDOu4G
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volumes:
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- ${DEPLOY_ROOT:-.}/services/swapper-service/config/swapper_config_node1.yaml:/app/config/swapper_config.yaml:ro
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@@ -106,6 +116,28 @@ services:
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# Image Generation тепер інтегровано в Swapper Service (lazy loading)
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# Endpoint: POST /image/generate на swapper-service:8890
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# Plant Vision wrapper (local nature-id CLI -> HTTP)
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plant-vision-node1:
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build:
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context: ./services/plant-vision-node1
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dockerfile: Dockerfile
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container_name: plant-vision-node1
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environment:
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- NATURE_ID_CMD=${NATURE_ID_CMD:-python /opt/nature-id/nature_id.py -m plants -l -r 5 -s {image_path}}
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- NATURE_ID_TIMEOUT=40
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- DOWNLOAD_TIMEOUT=20
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networks:
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- dagi-network
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volumes:
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- ${DEPLOY_ROOT:-.}/third_party/nature-id:/opt/nature-id:ro
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restart: unless-stopped
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healthcheck:
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test: ["CMD-SHELL", "python -c \"import urllib.request; urllib.request.urlopen('http://localhost:8085/health')\""]
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interval: 30s
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timeout: 10s
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retries: 3
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start_period: 15s
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# Crawl4AI - Advanced Web Crawler with JavaScript support
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crawl4ai:
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image: unclecode/crawl4ai@sha256:4d8b065bf185962733cb5f9701f4122d03383fa1ab6b5f6a9873f04fa0416a84
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@@ -134,7 +166,11 @@ services:
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ports:
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- "9300:9300"
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environment:
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- ROUTER_URL=http://router:8000
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- ROUTER_URL=${ROUTER_URL:-http://dagi-staging-router:8000}
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- GATEWAY_MAX_TOKENS_CONCISE=350
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- GATEWAY_MAX_TOKENS_SENPAI_DEFAULT=700
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- GATEWAY_MAX_TOKENS_DEFAULT=700
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- GATEWAY_MAX_TOKENS_DETAILED=1200
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- SERVICE_ID=gateway
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- SERVICE_ROLE=gateway
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- BRAND_INTAKE_URL=http://brand-intake:9211
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@@ -191,12 +227,25 @@ services:
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- STT_SERVICE_UPLOAD_URL=http://swapper-service:8890/stt
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- OCR_SERVICE_URL=http://swapper-service:8890
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- WEB_SEARCH_SERVICE_URL=http://swapper-service:8890
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- REDIS_URL=redis://redis:6379/0
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- CREWAI_SERVICE_URL=http://dagi-staging-crewai-service:9010
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- AGROMATRIX_REVIEW_AUTH_MODE=${AGROMATRIX_REVIEW_AUTH_MODE:-bearer}
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- AGROMATRIX_REVIEW_BEARER_TOKENS=${AGROMATRIX_REVIEW_BEARER_TOKENS}
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# v4.3 FarmOS integration (fail-closed: якщо пусто — агент повідомить "не налаштований")
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- FARMOS_BASE_URL=http://dagi-farmos-node1
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- FARMOS_TOKEN=${FARMOS_TOKEN:-}
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- FARMOS_USER=${FARMOS_USER:-}
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- FARMOS_PASS=${FARMOS_PASS:-}
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- FARMOS_CLIENT_ID=${FARMOS_CLIENT_ID:-farm}
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env_file:
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- .env.stepan.node1
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volumes:
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- ${DEPLOY_ROOT:-.}/gateway-bot:/app/gateway-bot:ro
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- ${DEPLOY_ROOT:-.}/logs:/app/logs
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depends_on:
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- router
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- memory-service
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- redis
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networks:
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- dagi-network
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restart: unless-stopped
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@@ -207,6 +256,107 @@ services:
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retries: 3
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start_period: 10s
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gateway-worker:
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build:
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context: ./gateway-bot
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dockerfile: Dockerfile
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container_name: dagi-gateway-worker-node1
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command: ["python", "-m", "daarion_facade.worker"]
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environment:
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- ROUTER_BASE_URL=http://router:8000
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- REDIS_URL=redis://redis:6379/0
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- ROUTER_WORKER_TIMEOUT=60
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volumes:
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- ${DEPLOY_ROOT:-.}/gateway-bot:/app/gateway-bot:ro
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- ${DEPLOY_ROOT:-.}/logs:/app/logs
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depends_on:
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- router
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- redis
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networks:
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- dagi-network
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restart: unless-stopped
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healthcheck:
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test: ["CMD", "python", "-c", "print(\"ok\")"]
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interval: 30s
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timeout: 5s
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retries: 3
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gateway-reminder-worker:
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build:
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context: ./gateway-bot
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dockerfile: Dockerfile
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container_name: dagi-gateway-reminder-worker-node1
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command: ["python", "-m", "daarion_facade.reminder_worker"]
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environment:
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- REDIS_URL=redis://redis:6379/0
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- DAARION_REMINDER_POLL_SECONDS=${DAARION_REMINDER_POLL_SECONDS:-2}
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- DAARION_REMINDER_TTL_SECONDS=${DAARION_REMINDER_TTL_SECONDS:-2592000}
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- DAARION_REMINDER_DEFAULT_TZ=${DAARION_REMINDER_DEFAULT_TZ:-Europe/Kyiv}
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- GLOBAL_RELAY_ALLOWED_USER_IDS=${GLOBAL_RELAY_ALLOWED_USER_IDS:-}
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- MENTOR_PRIVATE_HANDLES=${MENTOR_PRIVATE_HANDLES:-ivantytar,archenvis,olegarch88}
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- MENTOR_PRIVATE_NAMES=${MENTOR_PRIVATE_NAMES:-Іван Титар,Александр Вертій,Олег Ковальчук}
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- MENTOR_DISCLOSURE_ALLOWED_USER_IDS=${MENTOR_DISCLOSURE_ALLOWED_USER_IDS:-}
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- HELION_MENTOR_CHAT_IDS=${HELION_MENTOR_CHAT_IDS:-}
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- HELION_RELAY_ALLOWED_USER_IDS=${HELION_RELAY_ALLOWED_USER_IDS:-}
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- DAARWIZZ_TELEGRAM_BOT_TOKEN=${DAARWIZZ_TELEGRAM_BOT_TOKEN:-8323412397:AAGZbAR22LuOiGD8xVC3OXMjahQ8rs2lJwo}
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||||
- HELION_TELEGRAM_BOT_TOKEN=${HELION_TELEGRAM_BOT_TOKEN:-8112062582:AAGS-HwRLEI269lDutLtAJTFArsIq31YNhE}
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- GREENFOOD_TELEGRAM_BOT_TOKEN=${GREENFOOD_TELEGRAM_BOT_TOKEN:-7495165343:AAGR1XEOzg7DkPFPCzL_eYLCJfxJuonCxug}
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- AGROMATRIX_TELEGRAM_BOT_TOKEN=${AGROMATRIX_TELEGRAM_BOT_TOKEN:-8580290441:AAFuDBmFJtpl-3I_WfkH7Hkb59X0fhYNMOE}
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- ALATEYA_TELEGRAM_BOT_TOKEN=${ALATEYA_TELEGRAM_BOT_TOKEN:-8436880945:AAEi-HS6GEctddoqBUd37MHfweZQP-OjRlo}
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- NUTRA_TELEGRAM_BOT_TOKEN=${NUTRA_TELEGRAM_BOT_TOKEN:-8517315428:AAGTLcKxBAZDsMgx28agKTvl1SqJGi0utH4}
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- DRUID_TELEGRAM_BOT_TOKEN=${DRUID_TELEGRAM_BOT_TOKEN:-8145618489:AAFR714mBsNmiuF-rjCw-295iORBReJQZ70}
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- CLAN_TELEGRAM_BOT_TOKEN=${CLAN_TELEGRAM_BOT_TOKEN:-8516872152:AAHH26wU8hJZJbSCJXb4vbmPmakTP77ok5E}
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- EONARCH_TELEGRAM_BOT_TOKEN=${EONARCH_TELEGRAM_BOT_TOKEN:-7962391584:AAFYkelLRG3VR_Lxuu6pEGG76t4vZdANtz4}
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- SENPAI_TELEGRAM_BOT_TOKEN=${SENPAI_TELEGRAM_BOT_TOKEN:-8510265026:AAGFrFBIIEihsLptZSxuKdmW2RoRPQDY9FE}
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- ONEOK_TELEGRAM_BOT_TOKEN=${ONEOK_TELEGRAM_BOT_TOKEN}
|
||||
- SOUL_TELEGRAM_BOT_TOKEN=${SOUL_TELEGRAM_BOT_TOKEN:-8041596416:AAHhpfCtY8paCm_9AD-4stJJg-Vw-CBf6Qk}
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||||
- YAROMIR_TELEGRAM_BOT_TOKEN=${YAROMIR_TELEGRAM_BOT_TOKEN:-8128180674:AAGNZdG3LwECI4z_803smsuRHsK3nPdjMLY}
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||||
- SOFIIA_TELEGRAM_BOT_TOKEN=${SOFIIA_TELEGRAM_BOT_TOKEN:-8589292566:AAEmPvS6nY9e-Y-TZm04CAHWlaFnWVxajE4}
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volumes:
|
||||
- ${DEPLOY_ROOT:-.}/gateway-bot:/app/gateway-bot:ro
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||||
- ${DEPLOY_ROOT:-.}/logs:/app/logs
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||||
depends_on:
|
||||
- redis
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networks:
|
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- dagi-network
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restart: unless-stopped
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||||
healthcheck:
|
||||
test: ["CMD", "python", "-c", "print(\"ok\")"]
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interval: 30s
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timeout: 5s
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retries: 3
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||||
|
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metrics-poller-node1:
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||||
build:
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context: ./gateway-bot
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dockerfile: Dockerfile
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container_name: dagi-metrics-poller-node1
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command: ["python", "-m", "daarion_facade.metrics_poller"]
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||||
environment:
|
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- REDIS_URL=redis://redis:6379/0
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||||
- MEMORY_SERVICE_URL=http://memory-service:8000
|
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- DAARION_METRICS_POLL_INTERVAL_SECONDS=${DAARION_METRICS_POLL_INTERVAL_SECONDS:-10}
|
||||
- DAARION_METRICS_TTL_SECONDS=${DAARION_METRICS_TTL_SECONDS:-60}
|
||||
- DAARION_METRICS_HTTP_CONNECT_TIMEOUT_SECONDS=${DAARION_METRICS_HTTP_CONNECT_TIMEOUT_SECONDS:-2}
|
||||
- DAARION_METRICS_HTTP_TOTAL_TIMEOUT_SECONDS=${DAARION_METRICS_HTTP_TOTAL_TIMEOUT_SECONDS:-5}
|
||||
- DAARION_NODE_COUNT=${DAARION_NODE_COUNT:-1}
|
||||
volumes:
|
||||
- ${DEPLOY_ROOT:-.}/gateway-bot:/app/gateway-bot:ro
|
||||
- ${DEPLOY_ROOT:-.}/logs:/app/logs
|
||||
depends_on:
|
||||
- redis
|
||||
- memory-service
|
||||
networks:
|
||||
- dagi-network
|
||||
restart: unless-stopped
|
||||
healthcheck:
|
||||
test: ["CMD", "python", "-c", "print(\"ok\")"]
|
||||
interval: 30s
|
||||
timeout: 5s
|
||||
retries: 3
|
||||
# CLAN Consent Outbox Worker (Postgres event-store applier; no execute)
|
||||
clan-consent-outbox-worker:
|
||||
build:
|
||||
@@ -340,6 +490,29 @@ services:
|
||||
- dagi-network
|
||||
restart: unless-stopped
|
||||
|
||||
# Node Capabilities Service (model inventory for router)
|
||||
node-capabilities:
|
||||
build:
|
||||
context: ./services/node-capabilities
|
||||
dockerfile: Dockerfile
|
||||
container_name: node-capabilities-node1
|
||||
environment:
|
||||
- NODE_ID=noda1
|
||||
- OLLAMA_BASE_URL=http://host.docker.internal:11434
|
||||
- SWAPPER_URL=http://swapper-service:8890
|
||||
- CACHE_TTL_SEC=15
|
||||
- ENABLE_NATS_CAPS=true
|
||||
- NATS_URL=nats://nats:4222
|
||||
extra_hosts:
|
||||
- "host.docker.internal:host-gateway"
|
||||
depends_on:
|
||||
- nats
|
||||
networks:
|
||||
dagi-network:
|
||||
aliases:
|
||||
- node-capabilities
|
||||
restart: unless-stopped
|
||||
|
||||
# NATS (JetStream)
|
||||
nats:
|
||||
image: nats:2.10-alpine
|
||||
@@ -736,10 +909,11 @@ services:
|
||||
ports:
|
||||
- "9108:9108"
|
||||
environment:
|
||||
- GATEWAY_URL=http://172.18.0.18:9300
|
||||
- GATEWAY_URL=http://gateway:9300
|
||||
- PROBE_INTERVAL=60
|
||||
- PROBE_TIMEOUT=30
|
||||
- METRICS_PORT=9108
|
||||
- SEMANTIC_AGENTS=clan,sofiia,monitor,helion,agromatrix,senpai
|
||||
networks:
|
||||
- dagi-network
|
||||
restart: unless-stopped
|
||||
@@ -819,6 +993,72 @@ services:
|
||||
retries: 5
|
||||
start_period: 15s
|
||||
|
||||
binance-bot-monitor:
|
||||
build:
|
||||
context: ./services/binance-bot-monitor
|
||||
dockerfile: Dockerfile
|
||||
container_name: dagi-binance-bot-monitor-node1
|
||||
restart: unless-stopped
|
||||
environment:
|
||||
- REDIS_URL=redis://redis:6379/0
|
||||
- CRAWL4AI_URL=http://crawl4ai:11235
|
||||
- SWAPPER_URL=http://swapper-service:8890
|
||||
- BINANCE_CACHE_TTL=3600
|
||||
- BINANCE_REFRESH_INTERVAL=1800
|
||||
- BINANCE_API_KEY=${BINANCE_API_KEY:-}
|
||||
- BINANCE_SECRET_KEY=${BINANCE_SECRET_KEY:-}
|
||||
networks:
|
||||
- dagi-network
|
||||
|
||||
# ── FarmOS (v4.3 integration) ────────────────────────────────────────────────
|
||||
# PostgreSQL для farmOS (окрема БД, не чіпає dagi-postgres)
|
||||
dagi-farmos-db-node1:
|
||||
image: postgres:16-alpine
|
||||
container_name: dagi-farmos-db-node1
|
||||
restart: unless-stopped
|
||||
environment:
|
||||
- POSTGRES_DB=farmos
|
||||
- POSTGRES_USER=farmos
|
||||
- POSTGRES_PASSWORD=${FARMOS_DB_PASS}
|
||||
volumes:
|
||||
- farmos-db-data-node1:/var/lib/postgresql/data
|
||||
networks:
|
||||
- dagi-network
|
||||
healthcheck:
|
||||
test: ["CMD-SHELL", "pg_isready -U farmos -d farmos"]
|
||||
interval: 10s
|
||||
timeout: 5s
|
||||
retries: 10
|
||||
start_period: 15s
|
||||
|
||||
# farmOS Drupal application (4.x — актуальна стабільна, amd64 для x86_64 сервера)
|
||||
dagi-farmos-node1:
|
||||
image: farmos/farmos:4.x-amd64
|
||||
container_name: dagi-farmos-node1
|
||||
restart: unless-stopped
|
||||
depends_on:
|
||||
dagi-farmos-db-node1:
|
||||
condition: service_healthy
|
||||
environment:
|
||||
- FARMOS_DB_HOST=dagi-farmos-db-node1
|
||||
- FARMOS_DB_NAME=farmos
|
||||
- FARMOS_DB_USER=farmos
|
||||
- FARMOS_DB_PASSWORD=${FARMOS_DB_PASS}
|
||||
- FARMOS_DB_DRIVER=pgsql
|
||||
volumes:
|
||||
- farmos-sites-node1:/opt/drupal/web/sites
|
||||
networks:
|
||||
- dagi-network
|
||||
ports:
|
||||
# Доступний тільки локально; для браузерного setup — SSH tunnel: ssh -L 8088:localhost:8088
|
||||
- "127.0.0.1:8088:80"
|
||||
healthcheck:
|
||||
test: ["CMD-SHELL", "curl -fsS http://localhost:80 -o /dev/null || exit 1"]
|
||||
interval: 30s
|
||||
timeout: 10s
|
||||
retries: 5
|
||||
start_period: 60s
|
||||
|
||||
|
||||
volumes:
|
||||
qdrant-data-node1:
|
||||
@@ -871,6 +1111,14 @@ volumes:
|
||||
name: oneok-crm-data-node1
|
||||
driver: local
|
||||
|
||||
# farmOS persistent volumes (v4.3)
|
||||
farmos-db-data-node1:
|
||||
name: farmos-db-data-node1
|
||||
driver: local
|
||||
farmos-sites-node1:
|
||||
name: farmos-sites-node1
|
||||
driver: local
|
||||
|
||||
networks:
|
||||
dagi-network:
|
||||
external: true
|
||||
|
||||
@@ -25,8 +25,9 @@ services:
|
||||
- XAI_API_KEY=${XAI_API_KEY}
|
||||
- GROK_API_KEY=${XAI_API_KEY}
|
||||
- DEEPSEEK_API_KEY=${DEEPSEEK_API_KEY:-}
|
||||
# ── Node Capabilities ─────────────────────────────────────────────────
|
||||
# ── Node Capabilities (multi-node model selection) ────────────────────
|
||||
- NODE_CAPABILITIES_URL=http://node-capabilities:8099/capabilities
|
||||
- ENABLE_GLOBAL_CAPS_NATS=true
|
||||
# ── Persistence backends ──────────────────────────────────────────────
|
||||
- ALERT_BACKEND=postgres
|
||||
- ALERT_DATABASE_URL=${ALERT_DATABASE_URL:-${DATABASE_URL}}
|
||||
|
||||
245
services/router/global_capabilities_client.py
Normal file
245
services/router/global_capabilities_client.py
Normal file
@@ -0,0 +1,245 @@
|
||||
"""Global Capabilities Client — aggregates model capabilities across all nodes.
|
||||
|
||||
Design for 150+ nodes:
|
||||
- Local NCS: HTTP (fast, always available)
|
||||
- Remote nodes: NATS request/reply with wildcard discovery
|
||||
- node.*.capabilities.get → each NCS replies with its capabilities
|
||||
- No static node list needed — new nodes auto-register by subscribing
|
||||
- scatter-gather pattern: send one request, collect N replies
|
||||
- TTL cache per node, stale nodes expire automatically
|
||||
"""
|
||||
import asyncio
|
||||
import json
|
||||
import logging
|
||||
import os
|
||||
import time
|
||||
from typing import Any, Dict, List, Optional
|
||||
|
||||
import httpx
|
||||
|
||||
logger = logging.getLogger("global_caps")
|
||||
|
||||
LOCAL_NCS_URL = os.getenv("NODE_CAPABILITIES_URL", "")
|
||||
LOCAL_NODE_ID = os.getenv("NODE_ID", "unknown")
|
||||
NATS_URL = os.getenv("NATS_URL", "nats://nats:4222")
|
||||
CACHE_TTL = int(os.getenv("GLOBAL_CAPS_TTL", "30"))
|
||||
NATS_DISCOVERY_TIMEOUT_MS = int(os.getenv("NATS_DISCOVERY_TIMEOUT_MS", "500"))
|
||||
NATS_ENABLED = os.getenv("ENABLE_GLOBAL_CAPS_NATS", "true").lower() in ("true", "1")
|
||||
|
||||
CAPS_DISCOVERY_SUBJECT = "node.*.capabilities.get"
|
||||
CAPS_INBOX_PREFIX = "_CAPS_REPLY"
|
||||
|
||||
_node_cache: Dict[str, Dict[str, Any]] = {}
|
||||
_node_timestamps: Dict[str, float] = {}
|
||||
_nats_client = None
|
||||
_initialized = False
|
||||
|
||||
|
||||
async def initialize():
|
||||
"""Connect to NATS for discovery. Called once at router startup."""
|
||||
global _nats_client, _initialized
|
||||
if not NATS_ENABLED:
|
||||
logger.info("Global caps NATS discovery disabled")
|
||||
_initialized = True
|
||||
return
|
||||
try:
|
||||
import nats as nats_lib
|
||||
_nats_client = await nats_lib.connect(NATS_URL)
|
||||
_initialized = True
|
||||
logger.info(f"✅ Global caps NATS connected: {NATS_URL}")
|
||||
except Exception as e:
|
||||
logger.warning(f"⚠️ Global caps NATS init failed (non-fatal): {e}")
|
||||
_nats_client = None
|
||||
_initialized = True
|
||||
|
||||
|
||||
async def shutdown():
|
||||
global _nats_client
|
||||
if _nats_client:
|
||||
try:
|
||||
await _nats_client.close()
|
||||
except Exception:
|
||||
pass
|
||||
_nats_client = None
|
||||
|
||||
|
||||
async def _fetch_local() -> Optional[Dict[str, Any]]:
|
||||
"""Fetch capabilities from local NCS via HTTP."""
|
||||
if not LOCAL_NCS_URL:
|
||||
return None
|
||||
try:
|
||||
async with httpx.AsyncClient(timeout=3) as c:
|
||||
resp = await c.get(LOCAL_NCS_URL)
|
||||
if resp.status_code == 200:
|
||||
data = resp.json()
|
||||
node_id = data.get("node_id", LOCAL_NODE_ID)
|
||||
_node_cache[node_id] = data
|
||||
_node_timestamps[node_id] = time.time()
|
||||
return data
|
||||
except Exception as e:
|
||||
logger.warning(f"Local NCS fetch failed: {e}")
|
||||
return _node_cache.get(LOCAL_NODE_ID)
|
||||
|
||||
|
||||
async def _discover_remote_nodes() -> List[Dict[str, Any]]:
|
||||
"""Scatter-gather discovery: send to node.*.capabilities.get, collect replies.
|
||||
|
||||
Each NCS on every node subscribes to node.{node_id}.capabilities.get.
|
||||
NATS wildcard routing delivers our request to ALL of them.
|
||||
We collect replies within NATS_DISCOVERY_TIMEOUT_MS.
|
||||
|
||||
This scales to 150+ nodes with zero static configuration:
|
||||
- New node deploys NCS → subscribes to its subject → automatically discovered.
|
||||
- Dead node stops responding → its cache entry expires after TTL.
|
||||
"""
|
||||
if not _nats_client:
|
||||
return []
|
||||
|
||||
collected: List[Dict[str, Any]] = []
|
||||
inbox = _nats_client.new_inbox()
|
||||
sub = await _nats_client.subscribe(inbox)
|
||||
|
||||
try:
|
||||
await _nats_client.publish_request(
|
||||
"node.*.capabilities.get", inbox, b""
|
||||
)
|
||||
await _nats_client.flush()
|
||||
|
||||
deadline = time.time() + (NATS_DISCOVERY_TIMEOUT_MS / 1000.0)
|
||||
while time.time() < deadline:
|
||||
remaining = deadline - time.time()
|
||||
if remaining <= 0:
|
||||
break
|
||||
try:
|
||||
msg = await asyncio.wait_for(
|
||||
sub.next_msg(), timeout=remaining,
|
||||
)
|
||||
data = json.loads(msg.data)
|
||||
node_id = data.get("node_id", "?")
|
||||
if node_id != LOCAL_NODE_ID:
|
||||
_node_cache[node_id] = data
|
||||
_node_timestamps[node_id] = time.time()
|
||||
collected.append(data)
|
||||
except asyncio.TimeoutError:
|
||||
break
|
||||
except Exception as e:
|
||||
logger.debug(f"Discovery parse error: {e}")
|
||||
break
|
||||
finally:
|
||||
await sub.unsubscribe()
|
||||
|
||||
if collected:
|
||||
logger.info(
|
||||
f"Discovered {len(collected)} remote node(s): "
|
||||
f"{[c.get('node_id', '?') for c in collected]}"
|
||||
)
|
||||
return collected
|
||||
|
||||
|
||||
def _evict_stale():
|
||||
"""Remove nodes that haven't refreshed within 3x TTL."""
|
||||
cutoff = time.time() - (CACHE_TTL * 3)
|
||||
stale = [nid for nid, ts in _node_timestamps.items() if ts < cutoff]
|
||||
for nid in stale:
|
||||
_node_cache.pop(nid, None)
|
||||
_node_timestamps.pop(nid, None)
|
||||
logger.info(f"Evicted stale node: {nid}")
|
||||
|
||||
|
||||
def _needs_refresh() -> bool:
|
||||
"""Check if any node cache is older than TTL."""
|
||||
if not _node_timestamps:
|
||||
return True
|
||||
oldest = min(_node_timestamps.values())
|
||||
return (time.time() - oldest) > CACHE_TTL
|
||||
|
||||
|
||||
async def get_global_capabilities(force: bool = False) -> Dict[str, Any]:
|
||||
"""Return merged capabilities from all known nodes.
|
||||
|
||||
Returns:
|
||||
{
|
||||
"local_node": "noda1",
|
||||
"nodes": {"noda1": {...}, "noda2": {...}, ...},
|
||||
"served_models": [...], # all models with "node" field
|
||||
"node_count": 2,
|
||||
"updated_at": "...",
|
||||
}
|
||||
"""
|
||||
if not force and not _needs_refresh():
|
||||
return _build_global_view()
|
||||
|
||||
_evict_stale()
|
||||
|
||||
tasks = [_fetch_local()]
|
||||
if _nats_client:
|
||||
tasks.append(_discover_remote_nodes())
|
||||
|
||||
await asyncio.gather(*tasks, return_exceptions=True)
|
||||
|
||||
return _build_global_view()
|
||||
|
||||
|
||||
def _build_global_view() -> Dict[str, Any]:
|
||||
"""Build a unified view from all cached node capabilities."""
|
||||
all_served: List[Dict[str, Any]] = []
|
||||
|
||||
for node_id, caps in _node_cache.items():
|
||||
is_local = (node_id.lower() == LOCAL_NODE_ID.lower())
|
||||
age = time.time() - _node_timestamps.get(node_id, 0)
|
||||
for m in caps.get("served_models", []):
|
||||
all_served.append({
|
||||
**m,
|
||||
"node": node_id,
|
||||
"local": is_local,
|
||||
"node_age_s": round(age, 1),
|
||||
})
|
||||
|
||||
all_served.sort(key=lambda m: (0 if m.get("local") else 1, m.get("name", "")))
|
||||
|
||||
return {
|
||||
"local_node": LOCAL_NODE_ID,
|
||||
"nodes": {nid: {"node_id": nid, "served_count": len(c.get("served_models", [])),
|
||||
"age_s": round(time.time() - _node_timestamps.get(nid, 0), 1)}
|
||||
for nid, c in _node_cache.items()},
|
||||
"served_models": all_served,
|
||||
"served_count": len(all_served),
|
||||
"node_count": len(_node_cache),
|
||||
"updated_at": time.strftime("%Y-%m-%dT%H:%M:%SZ", time.gmtime()),
|
||||
}
|
||||
|
||||
|
||||
def get_cached_global() -> Dict[str, Any]:
|
||||
"""Return cached global view without fetching."""
|
||||
return _build_global_view()
|
||||
|
||||
|
||||
async def send_offload_request(
|
||||
node_id: str,
|
||||
request_type: str,
|
||||
payload: Dict[str, Any],
|
||||
timeout_s: float = 30.0,
|
||||
) -> Optional[Dict[str, Any]]:
|
||||
"""Send an inference request to a remote node via NATS.
|
||||
|
||||
Subject pattern: node.{node_id}.{type}.request
|
||||
Reply: inline NATS request/reply
|
||||
"""
|
||||
if not _nats_client:
|
||||
logger.warning("Cannot offload: NATS not connected")
|
||||
return None
|
||||
|
||||
subject = f"node.{node_id.lower()}.{request_type}.request"
|
||||
try:
|
||||
msg = await _nats_client.request(
|
||||
subject,
|
||||
json.dumps(payload).encode(),
|
||||
timeout=timeout_s,
|
||||
)
|
||||
return json.loads(msg.data)
|
||||
except asyncio.TimeoutError:
|
||||
logger.warning(f"Offload timeout: {subject} ({timeout_s}s)")
|
||||
return None
|
||||
except Exception as e:
|
||||
logger.warning(f"Offload error: {subject}: {e}")
|
||||
return None
|
||||
@@ -46,14 +46,16 @@ except ImportError:
|
||||
RUNTIME_GUARD_AVAILABLE = False
|
||||
RuntimeGuard = None
|
||||
|
||||
# NCS-first model selection
|
||||
# NCS-first model selection (multi-node global)
|
||||
try:
|
||||
import capabilities_client
|
||||
import global_capabilities_client
|
||||
from model_select import select_model_for_agent, ModelSelection, CLOUD_PROVIDERS as NCS_CLOUD_PROVIDERS
|
||||
NCS_AVAILABLE = True
|
||||
except ImportError:
|
||||
NCS_AVAILABLE = False
|
||||
capabilities_client = None # type: ignore[assignment]
|
||||
global_capabilities_client = None # type: ignore[assignment]
|
||||
|
||||
logging.basicConfig(level=logging.INFO)
|
||||
logger = logging.getLogger(__name__)
|
||||
@@ -765,7 +767,7 @@ async def startup_event():
|
||||
else:
|
||||
tool_manager = None
|
||||
|
||||
# Initialize Node Capabilities client
|
||||
# Initialize Node Capabilities (local + global multi-node)
|
||||
if NCS_AVAILABLE and capabilities_client:
|
||||
ncs_cfg = router_config.get("node_capabilities", {})
|
||||
ncs_url = ncs_cfg.get("url", "") or os.getenv("NODE_CAPABILITIES_URL", "")
|
||||
@@ -774,11 +776,17 @@ async def startup_event():
|
||||
capabilities_client.configure(url=ncs_url, ttl=ncs_ttl)
|
||||
caps = await capabilities_client.fetch_capabilities()
|
||||
served = caps.get("served_count", 0)
|
||||
logger.info(f"✅ NCS configured: url={ncs_url} ttl={ncs_ttl}s served={served} models")
|
||||
logger.info(f"✅ NCS local configured: url={ncs_url} ttl={ncs_ttl}s served={served} models")
|
||||
else:
|
||||
logger.warning("⚠️ NCS url not configured; model selection will use static config only")
|
||||
elif NCS_AVAILABLE:
|
||||
logger.info("ℹ️ NCS modules loaded but capabilities_client is None")
|
||||
|
||||
if global_capabilities_client:
|
||||
await global_capabilities_client.initialize()
|
||||
gcaps = await global_capabilities_client.get_global_capabilities()
|
||||
logger.info(
|
||||
f"✅ Global caps: {gcaps.get('node_count', 0)} node(s), "
|
||||
f"{gcaps.get('served_count', 0)} total models"
|
||||
)
|
||||
else:
|
||||
logger.warning("⚠️ NCS modules not available (model_select / capabilities_client import failed)")
|
||||
|
||||
@@ -1629,18 +1637,24 @@ async def agent_infer(agent_id: str, request: InferRequest):
|
||||
|
||||
cloud_provider_names = {"deepseek", "mistral", "grok", "openai", "anthropic"}
|
||||
|
||||
# ── NCS-first model selection ────────────────────────────────────────
|
||||
# ── Global NCS-first model selection (multi-node) ───────────────────
|
||||
ncs_selection = None
|
||||
if NCS_AVAILABLE and capabilities_client:
|
||||
if NCS_AVAILABLE and global_capabilities_client:
|
||||
try:
|
||||
gcaps = await global_capabilities_client.get_global_capabilities()
|
||||
ncs_selection = await select_model_for_agent(
|
||||
agent_id, agent_config, router_config, gcaps, request.model,
|
||||
)
|
||||
except Exception as e:
|
||||
logger.warning(f"⚠️ Global NCS selection error: {e}; falling back to static")
|
||||
elif NCS_AVAILABLE and capabilities_client:
|
||||
try:
|
||||
caps = await capabilities_client.fetch_capabilities()
|
||||
if caps:
|
||||
caps["_fetch_ts"] = capabilities_client._cache_ts
|
||||
ncs_selection = await select_model_for_agent(
|
||||
agent_id, agent_config, router_config, caps, request.model,
|
||||
)
|
||||
except Exception as e:
|
||||
logger.warning(f"⚠️ NCS selection error: {e}; falling back to static config")
|
||||
logger.warning(f"⚠️ NCS selection error: {e}; falling back to static")
|
||||
|
||||
llm_profiles = router_config.get("llm_profiles", {})
|
||||
|
||||
@@ -1651,9 +1665,10 @@ async def agent_infer(agent_id: str, request: InferRequest):
|
||||
if ncs_selection.base_url and provider == "ollama":
|
||||
llm_profile = {**llm_profile, "base_url": ncs_selection.base_url}
|
||||
logger.info(
|
||||
f"🎯 NCS select: agent={agent_id} profile={default_llm} "
|
||||
f"→ runtime={ncs_selection.runtime} model={model} "
|
||||
f"provider={provider} via_ncs={ncs_selection.via_ncs} "
|
||||
f"🎯 Select: agent={agent_id} profile={default_llm} "
|
||||
f"→ node={ncs_selection.node} runtime={ncs_selection.runtime} "
|
||||
f"model={model} provider={provider} "
|
||||
f"local={ncs_selection.local} via_nats={ncs_selection.via_nats} "
|
||||
f"caps_age={ncs_selection.caps_age_s}s "
|
||||
f"fallback={ncs_selection.fallback_reason or 'none'}"
|
||||
)
|
||||
|
||||
@@ -1,8 +1,10 @@
|
||||
"""NCS-first model selection for DAGI Router.
|
||||
"""NCS-first model selection for DAGI Router — multi-node aware.
|
||||
|
||||
Resolves an agent's LLM profile into a concrete model+provider using live
|
||||
capabilities from the Node Capabilities Service (NCS). Falls back to static
|
||||
router-config.yml when NCS is unavailable.
|
||||
capabilities from Node Capabilities Services across all nodes.
|
||||
Falls back to static router-config.yml when NCS is unavailable.
|
||||
|
||||
Scaling: works with 1 node or 150+. No static node lists.
|
||||
"""
|
||||
import logging
|
||||
import time
|
||||
@@ -31,7 +33,10 @@ class ModelSelection:
|
||||
model_type: str # llm | vision | code | …
|
||||
base_url: str = ""
|
||||
provider: str = "" # cloud provider name if applicable
|
||||
node: str = "" # which node owns this model
|
||||
local: bool = True # is it on the current node?
|
||||
via_ncs: bool = False
|
||||
via_nats: bool = False
|
||||
fallback_reason: str = ""
|
||||
caps_age_s: float = 0.0
|
||||
|
||||
@@ -44,13 +49,11 @@ def resolve_effective_profile(
|
||||
router_cfg: Dict[str, Any],
|
||||
request_model: Optional[str] = None,
|
||||
) -> str:
|
||||
"""Determine the effective LLM profile name for a request."""
|
||||
if request_model:
|
||||
llm_profiles = router_cfg.get("llm_profiles", {})
|
||||
for pname, pcfg in llm_profiles.items():
|
||||
if pcfg.get("model") == request_model:
|
||||
return pname
|
||||
|
||||
return agent_cfg.get("default_llm", "local_default_coder")
|
||||
|
||||
|
||||
@@ -59,11 +62,6 @@ def profile_requirements(
|
||||
agent_cfg: Dict[str, Any],
|
||||
router_cfg: Dict[str, Any],
|
||||
) -> ProfileRequirements:
|
||||
"""Build selection requirements from a profile definition.
|
||||
|
||||
If the profile has `selection_policy` in config, use it directly.
|
||||
Otherwise, infer from the legacy `provider`/`model` fields.
|
||||
"""
|
||||
llm_profiles = router_cfg.get("llm_profiles", {})
|
||||
selection_policies = router_cfg.get("selection_policies", {})
|
||||
profile_cfg = llm_profiles.get(profile_name, {})
|
||||
@@ -107,22 +105,23 @@ def profile_requirements(
|
||||
)
|
||||
|
||||
|
||||
# ── NCS-based selection ───────────────────────────────────────────────────────
|
||||
# ── Multi-node model selection ────────────────────────────────────────────────
|
||||
|
||||
def select_best_model(
|
||||
reqs: ProfileRequirements,
|
||||
capabilities: Dict[str, Any],
|
||||
) -> Optional[ModelSelection]:
|
||||
"""Choose the best served model from NCS capabilities.
|
||||
"""Choose the best served model from global (multi-node) capabilities.
|
||||
|
||||
Returns None if no suitable model found (caller should try static fallback).
|
||||
Selection order:
|
||||
1. Prefer list matches (local first, then remote)
|
||||
2. Best candidate by size (local first, then remote)
|
||||
3. None → caller should try static fallback
|
||||
"""
|
||||
served = capabilities.get("served_models", [])
|
||||
if not served:
|
||||
return None
|
||||
|
||||
caps_age = time.time() - capabilities.get("_fetch_ts", time.time())
|
||||
|
||||
search_types = [reqs.required_type]
|
||||
if reqs.required_type == "code":
|
||||
search_types.append("llm")
|
||||
@@ -133,24 +132,30 @@ def select_best_model(
|
||||
if not candidates:
|
||||
return None
|
||||
|
||||
local_candidates = [m for m in candidates if m.get("local", False)]
|
||||
remote_candidates = [m for m in candidates if not m.get("local", False)]
|
||||
|
||||
prefer = reqs.prefer if reqs.prefer else []
|
||||
|
||||
for pref in prefer:
|
||||
if pref == "*":
|
||||
break
|
||||
for m in candidates:
|
||||
for m in local_candidates:
|
||||
if pref == m.get("name") or pref in m.get("name", ""):
|
||||
return _make_selection(m, capabilities, caps_age, reqs)
|
||||
return _make_selection(m, capabilities)
|
||||
for m in remote_candidates:
|
||||
if pref == m.get("name") or pref in m.get("name", ""):
|
||||
return _make_selection(m, capabilities)
|
||||
|
||||
if candidates:
|
||||
best = _pick_best_candidate(candidates)
|
||||
return _make_selection(best, capabilities, caps_age, reqs)
|
||||
if local_candidates:
|
||||
return _make_selection(_pick_best(local_candidates), capabilities)
|
||||
if remote_candidates:
|
||||
return _make_selection(_pick_best(remote_candidates), capabilities)
|
||||
|
||||
return None
|
||||
|
||||
|
||||
def _pick_best_candidate(candidates: List[Dict[str, Any]]) -> Dict[str, Any]:
|
||||
"""Prefer running models, then largest by size_gb."""
|
||||
def _pick_best(candidates: List[Dict[str, Any]]) -> Dict[str, Any]:
|
||||
running = [m for m in candidates if m.get("running")]
|
||||
pool = running if running else candidates
|
||||
return max(pool, key=lambda m: m.get("size_gb", 0))
|
||||
@@ -159,15 +164,11 @@ def _pick_best_candidate(candidates: List[Dict[str, Any]]) -> Dict[str, Any]:
|
||||
def _make_selection(
|
||||
model: Dict[str, Any],
|
||||
capabilities: Dict[str, Any],
|
||||
caps_age: float,
|
||||
reqs: ProfileRequirements,
|
||||
) -> ModelSelection:
|
||||
runtime = model.get("runtime", "ollama")
|
||||
is_local = model.get("local", False)
|
||||
node = model.get("node", capabilities.get("local_node", ""))
|
||||
base_url = model.get("base_url", "")
|
||||
if not base_url:
|
||||
runtimes = capabilities.get("runtimes", {})
|
||||
rt = runtimes.get(runtime, {})
|
||||
base_url = rt.get("base_url", "")
|
||||
|
||||
return ModelSelection(
|
||||
runtime=runtime,
|
||||
@@ -175,18 +176,20 @@ def _make_selection(
|
||||
model_type=model.get("type", "llm"),
|
||||
base_url=base_url,
|
||||
provider="ollama" if runtime in ("ollama", "llama_server") else runtime,
|
||||
node=node,
|
||||
local=is_local,
|
||||
via_ncs=True,
|
||||
caps_age_s=round(caps_age, 1),
|
||||
via_nats=not is_local,
|
||||
caps_age_s=model.get("node_age_s", 0.0),
|
||||
)
|
||||
|
||||
|
||||
# ── Static fallback (from router-config profiles) ────────────────────────────
|
||||
# ── Static fallback ──────────────────────────────────────────────────────────
|
||||
|
||||
def static_fallback(
|
||||
profile_name: str,
|
||||
router_cfg: Dict[str, Any],
|
||||
) -> Optional[ModelSelection]:
|
||||
"""Build a ModelSelection from the static llm_profiles config."""
|
||||
llm_profiles = router_cfg.get("llm_profiles", {})
|
||||
cfg = llm_profiles.get(profile_name, {})
|
||||
if not cfg:
|
||||
@@ -200,6 +203,8 @@ def static_fallback(
|
||||
model_type="cloud_llm" if provider in CLOUD_PROVIDERS else "llm",
|
||||
base_url=cfg.get("base_url", ""),
|
||||
provider=provider,
|
||||
node="local",
|
||||
local=True,
|
||||
via_ncs=False,
|
||||
fallback_reason="NCS unavailable or no match; using static config",
|
||||
)
|
||||
@@ -214,10 +219,7 @@ async def select_model_for_agent(
|
||||
capabilities: Optional[Dict[str, Any]],
|
||||
request_model: Optional[str] = None,
|
||||
) -> ModelSelection:
|
||||
"""Full selection pipeline: resolve profile → NCS → static fallback.
|
||||
|
||||
This is the single entry point the router calls for each request.
|
||||
"""
|
||||
"""Full selection pipeline: resolve profile → NCS (multi-node) → static → hard default."""
|
||||
profile = resolve_effective_profile(
|
||||
agent_id, agent_cfg, router_cfg, request_model,
|
||||
)
|
||||
@@ -238,36 +240,36 @@ async def select_model_for_agent(
|
||||
sel = select_best_model(reqs, capabilities)
|
||||
if sel:
|
||||
logger.info(
|
||||
f"[select] agent={agent_id} profile={profile} → NCS "
|
||||
f"runtime={sel.runtime} model={sel.name} caps_age={sel.caps_age_s}s"
|
||||
f"[select] agent={agent_id} profile={profile} → "
|
||||
f"{'NCS' if sel.local else 'REMOTE'} "
|
||||
f"node={sel.node} runtime={sel.runtime} "
|
||||
f"model={sel.name} caps_age={sel.caps_age_s}s"
|
||||
)
|
||||
return sel
|
||||
logger.warning(
|
||||
f"[select] agent={agent_id} profile={profile} → NCS had no match "
|
||||
f"for type={reqs.required_type}; trying static"
|
||||
f"[select] agent={agent_id} profile={profile} → no match "
|
||||
f"for type={reqs.required_type} across {capabilities.get('node_count', 0)} node(s)"
|
||||
)
|
||||
|
||||
static = static_fallback(profile, router_cfg)
|
||||
if static:
|
||||
logger.info(
|
||||
f"[select] agent={agent_id} profile={profile} → static "
|
||||
f"provider={static.provider} model={static.name} "
|
||||
f"reason={static.fallback_reason}"
|
||||
f"provider={static.provider} model={static.name}"
|
||||
)
|
||||
return static
|
||||
|
||||
if reqs.fallback_profile and reqs.fallback_profile != profile:
|
||||
logger.warning(
|
||||
f"[select] agent={agent_id} profile={profile} not found → "
|
||||
f"trying fallback_profile={reqs.fallback_profile}"
|
||||
f"fallback_profile={reqs.fallback_profile}"
|
||||
)
|
||||
return await select_model_for_agent(
|
||||
agent_id, agent_cfg, router_cfg, capabilities,
|
||||
)
|
||||
|
||||
logger.error(
|
||||
f"[select] agent={agent_id} profile={profile} → ALL selection "
|
||||
f"methods failed. Using hard default qwen3:14b"
|
||||
f"[select] agent={agent_id} ALL methods failed → hard default"
|
||||
)
|
||||
return ModelSelection(
|
||||
runtime="ollama",
|
||||
@@ -275,6 +277,8 @@ async def select_model_for_agent(
|
||||
model_type="llm",
|
||||
base_url="http://host.docker.internal:11434",
|
||||
provider="ollama",
|
||||
node="local",
|
||||
local=True,
|
||||
via_ncs=False,
|
||||
fallback_reason="all methods failed; hard default",
|
||||
)
|
||||
|
||||
Reference in New Issue
Block a user