- vllm.service.j2: branch on role==embedding for --runner pooling --convert embed, --no-enable-prefix-caching, per-model trust_remote_code toggle (needed for nomic-embed-text-v1.5's custom NomicBertModel code), and enforce_eager toggle (needed to avoid CUDA graph capture OOM when co-resident with another vLLM process on this 24GB card). - tasks/verify.yml: split completions vs embedding smoke tests -- embedding-mode instances don't serve /v1/completions. Assert a non-empty embedding vector, not just HTTP 200. - host_vars/astro-orbiter: enable nomic-embed-text-v1.5 (port 8020), lower primary model's gpu_memory_utilization 0.95->0.90 + add enforce_eager after finding 0.95 crash-looped 6-7x before stabilizing with co-resident nomic-embed (real fix, confirmed via NRestarts=0 after clean stop/start, not luck). - Hindsight (values.yaml + externalsecret.yaml): cut LLM + embeddings over to vLLM (:8000, :8020), wire the previously-unset HINDSIGHT_API_EMBEDDINGS_* env vars for the first time, and swap the API key secret source from the Nous fallback item to vllm/api-key (vLLM enforces real auth, llama-swap did not). - README: document the embedding-mode branch, VRAM findings, and a genuine architecture gap -- vLLM's one-model-per-process design cannot replace llama-swap's 5-model LRU roster on this 24GB card, so 21 Hermes profiles' aux-model consumers (Qwen3-8B-no_think, Phi-3.5-mini, Meta-Llama-3.1-8B, Qwen2.5-Coder-14B) and OpenViking's VLM stay on llama-swap. Full teardown (t_6dff1ecc) needs a human decision on the aux-model strategy before it can proceed.
153 lines
8.4 KiB
YAML
153 lines
8.4 KiB
YAML
# ============================================================================
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# Hindsight — helm values (Phase C). Consumed by the ArgoCD Application source 1
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# via `helm.valueFiles: ["$values/values.yaml"]` (openviking multi-source pattern).
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#
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# Design decisions (all verified against chart v0.9.1 + rendered output):
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# - Chart is the single source for the app (api, control-plane, services,
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# probes, ingress). We do NOT hand-roll Deployments/Services.
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# - Postgres is EXTERNAL (separate Deployment in this dir, firecrawl pattern)
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# => postgresql.enabled: false, external.* points at hindsight-postgres:5432.
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# - Secrets come from 1Password via ExternalSecret => existingSecret:
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# hindsight-credentials. The chart does envFrom(secretRef) so
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# HINDSIGHT_API_LLM_API_KEY / HINDSIGHT_API_MCP_AUTH_TOKEN are injected
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# automatically; POSTGRES_PASSWORD is a secretKeyRef that K8s expands into
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# HINDSIGHT_API_DATABASE_URL (verified with a live envFrom test pod).
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# - LLM is the Nous free-tier inference endpoint
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# (https://inference-api.nousresearch.com/v1), model
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# `upstage/solar-pro4:free` (tool-calling, verified reflect). Fallback
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# (documented, NOT deployed): `stepfun/step-3.7-flash:free`. API key via existingSecret
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# envFrom (hindsight-credentials / HINDSIGHT_API_LLM_API_KEY), sourced from
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# 1Password `nous` item per decision 4.
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# - Ingress is driven through the chart's NATIVE ingress template (approved
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# plan: "Ingress driven through values.yaml"). api.service.port=8888,
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# controlPlane.service.port=3000.
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# - Image tag defaults to .Values.version (root) when api.image.tag is unset,
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# so version: "0.9.1" pins the API image to 0.9.1.
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# ============================================================================
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version: "0.9.1"
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# ----------------------------------------------------------------------------
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# External PostgreSQL (chart's bundled postgresql is disabled).
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# password is the K8s env expansion `$(POSTGRES_PASSWORD)` — the chart defines
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# POSTGRES_PASSWORD as a secretKeyRef (hindsight-credentials / postgres-password)
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# earlier in the same container, so K8s substitutes it at container start.
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# ----------------------------------------------------------------------------
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postgresql:
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enabled: false
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external:
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host: hindsight-postgres
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port: 5432
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username: hindsight
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database: hindsight
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password: $(POSTGRES_PASSWORD)
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# ExternalSecret (from 1Password) that the chart injects via envFrom(secretRef).
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# Keys it must expose: postgres-password, HINDSIGHT_API_LLM_API_KEY,
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# HINDSIGHT_API_MCP_AUTH_TOKEN. See externalsecret.yaml in this dir.
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existingSecret: hindsight-credentials
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# ----------------------------------------------------------------------------
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# API container environment (explicit env entries; the chart renders this map
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# to individual env vars). LLM points at the Nous free-tier inference endpoint
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# (https://inference-api.nousresearch.com/v1), model upstage/solar-pro4:free
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# (tool-calling, verified retain/recall). stepfun/step-3.7-flash was swapped out
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# because it rejects Hindsight's tagged fact-extraction (BadRequestError 400
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# 'missing tags'); solar-pro4 is the previously-verified-good Nous model for the
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# extract/retain path (tasks t_e3375410 / t_d0dffc3d).
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# HINDSIGHT_API_LLM_API_KEY is NOT set here — it comes from the existingSecret
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# via envFrom (1Password `nous` item).
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# ----------------------------------------------------------------------------
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api:
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env:
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# Cutover to vLLM (t_e6facb19, 2026-08-31): astro-orbiter's llama-swap is
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# being retired for the completions+embeddings roles Hindsight needs.
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# vLLM serves Qwen2.5-32B-Instruct-AWQ (:8000, completions) and
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# nomic-embed-text-v1.5 (:8020, --runner pooling --convert embed) as two
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# independent systemd-managed processes — validated end-to-end (health,
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# /v1/chat/completions, /v1/embeddings returning a 768-dim vector) in a
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# shadow window with llama-swap stopped. Model swap from Qwen3.8-27B to
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# Qwen2.5-32B-Instruct-AWQ: both are capable instruction-tuned models:
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# confirm structured-extraction/tagging behavior (the prior stepfun/solar
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# 400 "missing tags" failure mode) holds up after this swap — see
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# references/hindsight-backend-fallback-to-local-qwen-workflow.md if it
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# regresses and llama-swap needs to come back temporarily.
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HINDSIGHT_API_LLM_BASE_URL: "http://astro-orbiter:8000/v1"
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HINDSIGHT_API_LLM_PROVIDER: "openai"
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HINDSIGHT_API_LLM_MODEL: "Qwen2.5-32B-Instruct-AWQ"
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# Embeddings: llama.cpp nomic-embed-text-v1.5 (llama-swap, :8001) ->
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# vLLM nomic-embed-text-v1.5 (:8020). Same model weights, different
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# serving stack. Hindsight's embeddings provider defaults to "local"
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# (bundled sentence-transformers) unless overridden — explicit TEI/openai
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# provider config was never wired for astro-orbiter previously (verified:
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# `kubectl exec ... env | grep -i embed` showed NO HINDSIGHT_API_EMBEDDINGS_*
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# vars set, confirming Hindsight was using its bundled local embedder, NOT
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# astro-orbiter, before this change — despite the OpenViking-style stack
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# documentation implying otherwise). Wiring the openai-compatible provider
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# here for the first time to point Hindsight's actual embedding generation
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# at the vLLM-served nomic-embed-text-v1.5, matching the model OpenViking
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# already uses (consistency across mk-labs services).
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HINDSIGHT_API_EMBEDDINGS_PROVIDER: "openai"
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HINDSIGHT_API_EMBEDDINGS_OPENAI_BASE_URL: "http://astro-orbiter:8020/v1"
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HINDSIGHT_API_EMBEDDINGS_OPENAI_MODEL: "nomic-embed-text-v1.5"
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# --- t_d7f8cd65: fix 502s on the serial astro-orbiter node ---
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# astro-orbiter is a single llama-swap process (serial: 1 generate at a
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# time, ctx 64K). Hindsight's default LLM concurrency is 32, so a retain
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# burst hits the node with N parallel calls -> the node rejects/times out
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# the extras -> hindsight-api surfaces APITimeoutError as 502. astro-orbiter
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# is the ONLY LLM endpoint (all ops route there), so cap the whole pool to
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# 1 and pin retain to 1 as well. The upstream chart exposes these as native
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# semaphore config (HINDSIGHT_API_*_MAX_CONCURRENT); no code change needed.
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# Kept at 1 post-cutover: vLLM's single-process-per-model design is also
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# effectively serial for a single Qwen2.5-32B instance under this GPU's
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# VRAM budget (KV cache sized for low concurrency at max_model_len=8192).
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HINDSIGHT_API_LLM_MAX_CONCURRENT: "1"
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HINDSIGHT_API_RETAIN_LLM_MAX_CONCURRENT: "1"
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# Client + per-request timeout. Default is 120s; a 29K-token retain runs
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# ~29s and under load a single long retain can reach ~90s. Raise to 600s to
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# cover the longest round-trip so the serial call never times out the client
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# (keep >= ingress proxy-read-timeout below). Per-op retain timeout pins the
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# retain path explicitly; the global timeout covers reflect/consolidation.
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HINDSIGHT_API_LLM_TIMEOUT: "600"
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HINDSIGHT_API_RETAIN_LLM_TIMEOUT: "600"
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# ----------------------------------------------------------------------------
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# Ingress via the chart's native template.
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# /health,/v1,/mcp,/ext -> api:8888 (longest-prefix wins in nginx)
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# / -> controlPlane:3000
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# TLS secret hindsight-tls provisioned by the letsencrypt-prod issuer.
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# ----------------------------------------------------------------------------
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ingress:
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enabled: true
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className: "nginx"
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annotations:
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cert-manager.io/cluster-issuer: "letsencrypt-prod"
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# Raised read/send timeout so a slow agentic reflect / long single retain
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# (up to ~90s under load on the serial astro-orbiter node; client timeout
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# is 600s per t_d7f8cd65) can complete before nginx cuts the connection.
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# Raised 300 -> 600 (t_d7f8cd65) to cover the longest retain round-trip.
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nginx.ingress.kubernetes.io/proxy-read-timeout: "600"
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nginx.ingress.kubernetes.io/proxy-send-timeout: "600"
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hosts:
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- host: cosmic-rewind.local.mk-labs.cloud
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paths:
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- path: /health
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pathType: Prefix
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service: api
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- path: /v1
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pathType: Prefix
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service: api
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- path: /mcp
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pathType: Prefix
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service: api
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- path: /ext
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pathType: Prefix
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service: api
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- path: /
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pathType: Prefix
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service: controlPlane
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tls:
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- hosts:
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- cosmic-rewind.local.mk-labs.cloud
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secretName: hindsight-tls
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