deployment, linting and infra configuration
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@@ -1,555 +1,4 @@
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# ROLE
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import pytest
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You are a **Senior Platform Engineer + Backend Lead** generating **production code** and **ops assets** for a microservice suite that powers an accounting Knowledge Graph + Vector RAG platform. Authentication/authorization are centralized at the **edge via Traefik + Authentik** (ForwardAuth). **Services are trust-bound** to Traefik and consume user/role claims via forwarded headers/JWT.
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# MISSION
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Produce fully working code for **all application services** (FastAPI + Python 3.12) with:
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- Solid domain models, Pydantic v2 schemas, type hints, strict mypy, ruff lint.
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- Opentelemetry tracing, Prometheus metrics, structured logging.
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- Vault-backed secrets, MinIO S3 client, Qdrant client, Neo4j driver, Postgres (SQLAlchemy), Redis.
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- Eventing (Kafka or SQS/SNS behind an interface).
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- Deterministic data contracts, end-to-end tests, Dockerfiles, Compose, CI for Gitea.
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- Traefik labels + Authentik Outpost integration for every exposed route.
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- Zero PII in vectors (Qdrant), evidence-based lineage in KG, and bitemporal writes.
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# GLOBAL CONSTRAINTS (APPLY TO ALL SERVICES)
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- **Language & Runtime:** Python **3.12**.
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- **Frameworks:** FastAPI, Pydantic v2, SQLAlchemy 2, httpx, aiokafka or boto3 (pluggable), redis-py, opentelemetry-instrumentation-fastapi, prometheus-fastapi-instrumentator.
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- **Config:** `pydantic-settings` with `.env` overlay. Provide `Settings` class per service.
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- **Secrets:** HashiCorp **Vault** (AppRole/JWT). Use Vault Transit to **envelope-encrypt** sensitive fields before persistence (helpers provided in `lib/security.py`).
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- **Auth:** No OIDC in services. Add `TrustedProxyMiddleware`:
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- Reject if request not from internal network (configurable CIDR).
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- Require headers set by Traefik+Authentik (`X-Authenticated-User`, `X-Authenticated-Email`, `X-Authenticated-Groups`, `Authorization: Bearer …`).
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- Parse groups → `roles` list on `request.state`.
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- **Observability:**
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- OpenTelemetry (traceparent propagation), span attrs (service, route, user, tenant).
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- Prometheus metrics endpoint `/metrics` protected by internal network check.
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- Structured JSON logs (timestamp, level, svc, trace_id, msg) via `structlog`.
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- **Errors:** Global exception handler → RFC7807 Problem+JSON (`type`, `title`, `status`, `detail`, `instance`, `trace_id`).
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- **Testing:** `pytest`, `pytest-asyncio`, `hypothesis` (property tests for calculators), `coverage ≥ 90%` per service.
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- **Static:** `ruff`, `mypy --strict`, `bandit`, `safety`, `licensecheck`.
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- **Perf:** Each service exposes `/healthz`, `/readyz`, `/livez`; cold start < 500ms; p95 endpoint < 250ms (local).
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- **Containers:** Distroless or slim images; non-root user; read-only FS; `/tmp` mounted for OCR where needed.
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- **Docs:** OpenAPI JSON + ReDoc; MkDocs site with service READMEs.
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# SHARED LIBS (GENERATE ONCE, REUSE)
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Create `libs/` used by all services:
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- `libs/config.py` – base `Settings`, env parsing, Vault client factory, MinIO client factory, Qdrant client factory, Neo4j driver factory, Redis factory, Kafka/SQS client factory.
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- `libs/security.py` – Vault Transit helpers (`encrypt_field`, `decrypt_field`), header parsing, internal-CIDR validator.
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- `libs/observability.py` – otel init, prometheus instrumentor, logging config.
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- `libs/events.py` – abstract `EventBus` with `publish(topic, payload: dict)`, `subscribe(topic, handler)`. Two impls: Kafka (`aiokafka`) and SQS/SNS (`boto3`).
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- `libs/schemas.py` – **canonical Pydantic models** shared across services (Document, Evidence, IncomeItem, etc.) mirroring the ontology schemas. Include JSONSchema exports.
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- `libs/storage.py` – S3/MinIO helpers (bucket ensure, put/get, presigned).
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- `libs/neo.py` – Neo4j session helpers, Cypher runner with retry, SHACL validator invoker (pySHACL on exported RDF).
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- `libs/rag.py` – Qdrant collections CRUD, hybrid search (dense+sparse), rerank wrapper, de-identification utilities (regex + NER; hash placeholders).
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- `libs/forms.py` – PDF AcroForm fill via `pdfrw` with overlay fallback via `reportlab`.
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- `libs/calibration.py` – `calibrated_confidence(raw_score, method="temperature_scaling", params=...)`.
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# EVENT TOPICS (STANDARDIZE)
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- `doc.ingested`, `doc.ocr_ready`, `doc.extracted`, `kg.upserted`, `rag.indexed`, `calc.schedule_ready`, `form.filled`, `hmrc.submitted`, `review.requested`, `review.completed`, `firm.sync.completed`
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Each payload MUST include: `event_id (ulid)`, `occurred_at (iso)`, `actor`, `tenant_id`, `trace_id`, `schema_version`, and a `data` object (service-specific).
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# TRUST HEADERS FROM TRAEFIK + AUTHENTIK (USE EXACT KEYS)
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- `X-Authenticated-User` (string)
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- `X-Authenticated-Email` (string)
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- `X-Authenticated-Groups` (comma-separated)
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- `Authorization` (`Bearer <jwt>` from Authentik)
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Reject any request missing these (except `/healthz|/readyz|/livez|/metrics` from internal CIDR).
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---
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## SERVICES TO IMPLEMENT (CODE FOR EACH)
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### 1) `svc-ingestion`
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**Purpose:** Accept uploads or URLs, checksum, store to MinIO, emit `doc.ingested`.
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**Endpoints:**
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- `POST /v1/ingest/upload` (multipart file, metadata: `tenant_id`, `kind`, `source`) → `{doc_id, s3_url, checksum}`
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- `POST /v1/ingest/url` (json: `{url, kind, tenant_id}`) → downloads to MinIO
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- `GET /v1/docs/{doc_id}` → metadata
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**Logic:**
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- Compute SHA256, dedupe by checksum; MinIO path `tenants/{tenant_id}/raw/{doc_id}.pdf`.
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- Store metadata in Postgres table `ingest_documents` (alembic migrations).
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- Publish `doc.ingested` with `{doc_id, bucket, key, pages?, mime}`.
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**Env:** `S3_BUCKET_RAW`, `MINIO_*`, `DB_URL`.
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**Traefik labels:** route `/ingest/*`.
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---
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### 2) `svc-rpa`
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**Purpose:** Scheduled RPA pulls from firm/client portals via Playwright.
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**Tasks:**
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- Playwright login flows (credentials from Vault), 2FA via Authentik OAuth device or OTP secret in Vault.
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- Download statements/invoices; hand off to `svc-ingestion` via internal POST.
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- Prefect flows: `pull_portal_X()`, `pull_portal_Y()` with schedules.
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**Endpoints:**
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- `POST /v1/rpa/run/{connector}` (manual trigger)
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- `GET /v1/rpa/status/{run_id}`
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**Env:** `VAULT_ADDR`, `VAULT_ROLE_ID`, `VAULT_SECRET_ID`.
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---
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### 3) `svc-ocr`
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**Purpose:** OCR & layout extraction.
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**Pipeline:**
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- Pull object from MinIO, detect rotation/de-skew (`opencv-python`), split pages (`pymupdf`), OCR (`pytesseract`) or bypass if text layer present (`pdfplumber`).
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- Output per-page text + **bbox** for lines/words.
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- Write JSON to MinIO `tenants/{tenant_id}/ocr/{doc_id}.json` and emit `doc.ocr_ready`.
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**Endpoints:**
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- `POST /v1/ocr/{doc_id}` (idempotent trigger)
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- `GET /v1/ocr/{doc_id}` (fetch OCR JSON)
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**Env:** `TESSERACT_LANGS`, `S3_BUCKET_EVIDENCE`.
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---
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### 4) `svc-extract`
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**Purpose:** Classify docs and extract KV + tables into **schema-constrained JSON** (with bbox/page).
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**Endpoints:**
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- `POST /v1/extract/{doc_id}` body: `{strategy: "llm|rules|hybrid"}`
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- `GET /v1/extract/{doc_id}` → structured JSON
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**Implementation:**
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- Use prompt files in `prompts/`: `doc_classify.txt`, `kv_extract.txt`, `table_extract.txt`.
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- **Validator loop**: run LLM → validate JSONSchema → retry with error messages up to N times.
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- Return Pydantic models from `libs/schemas.py`.
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- Emit `doc.extracted`.
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**Env:** `LLM_ENGINE`, `TEMPERATURE`, `MAX_TOKENS`.
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---
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### 5) `svc-normalize-map`
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**Purpose:** Normalize & map extracted data to KG.
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**Logic:**
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- Currency normalization (ECB or static fx table), dates, UK tax year/basis period inference.
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- Entity resolution (blocking + fuzzy).
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- Generate nodes/edges (+ `Evidence` with doc_id/page/bbox/text_hash).
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- Use `libs/neo.py` to write with **bitemporal** fields; run **SHACL** validator; on violation, queue `review.requested`.
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- Emit `kg.upserted`.
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**Endpoints:**
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- `POST /v1/map/{doc_id}`
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- `GET /v1/map/{doc_id}/preview` (diff view, to be used by UI)
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**Env:** `NEO4J_*`.
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---
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### 6) `svc-kg`
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**Purpose:** Graph façade + RDF/SHACL utility.
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**Endpoints:**
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- `GET /v1/kg/nodes/{label}/{id}`
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- `POST /v1/kg/cypher` (admin-gated inline query; must check `admin` role)
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- `POST /v1/kg/export/rdf` (returns RDF for SHACL)
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- `POST /v1/kg/validate` (run pySHACL against `schemas/shapes.ttl`)
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- `GET /v1/kg/lineage/{node_id}` (traverse `DERIVED_FROM` → Evidence)
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**Env:** `NEO4J_*`.
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---
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### 7) `svc-rag-indexer`
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**Purpose:** Build Qdrant indices (firm knowledge, legislation, best practices, glossary).
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**Workflow:**
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- Load sources (filesystem, URLs, Firm DMS via `svc-firm-connectors`).
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- **De-identify PII** (regex + NER), replace with placeholders; store mapping only in Postgres.
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- Chunk (layout-aware) per `retrieval/chunking.yaml`.
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- Compute **dense** embeddings (e.g., `bge-small-en-v1.5`) and **sparse** (Qdrant sparse).
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- Upsert to Qdrant with payload `{jurisdiction, tax_years[], topic_tags[], version, pii_free: true, doc_id/section_id/url}`.
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- Emit `rag.indexed`.
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**Endpoints:**
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- `POST /v1/index/run`
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- `GET /v1/index/status/{run_id}`
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**Env:** `QDRANT_URL`, `RAG_EMBEDDING_MODEL`, `RAG_RERANKER_MODEL`.
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---
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### 8) `svc-rag-retriever`
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**Purpose:** Hybrid search + KG fusion with rerank and calibrated confidence.
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**Endpoint:**
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- `POST /v1/rag/search` `{query, tax_year?, jurisdiction?, k?}` →
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```
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{
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"chunks": [...],
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"citations": [{doc_id|url, section_id?, page?, bbox?}],
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"kg_hints": [{rule_id, formula_id, node_ids[]}],
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"calibrated_confidence": 0.0-1.0
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}
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```
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**Implementation:**
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- Hybrid score: `alpha * dense + beta * sparse`; rerank top-K via cross-encoder; **KG fusion** (boost chunks citing Rules/Calculations relevant to schedule).
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- Use `libs/calibration.py` to expose calibrated confidence.
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---
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### 9) `svc-reason`
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**Purpose:** Deterministic calculators + materializers (UK SA).
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**Endpoints:**
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- `POST /v1/reason/compute_schedule` `{tax_year, taxpayer_id, schedule_id}`
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- `GET /v1/reason/explain/{schedule_id}` → rationale & lineage paths
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**Implementation:**
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- Pure functions for: employment, self-employment, property (FHL, 20% interest credit), dividends/interest, allowances, NIC (Class 2/4), HICBC, student loans (Plans 1/2/4/5, PGL).
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- **Deterministic order** as defined; rounding per `FormBox.rounding_rule`.
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- Use Cypher from `kg/reasoning/schedule_queries.cypher` to materialize box values; attach `DERIVED_FROM` evidence.
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---
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### 10) `svc-forms`
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**Purpose:** Fill PDFs and assemble evidence bundles.
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**Endpoints:**
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- `POST /v1/forms/fill` `{tax_year, taxpayer_id, form_id}` → returns PDF (binary)
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- `POST /v1/forms/evidence_pack` `{scope}` → ZIP + manifest + signed hashes (sha256)
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**Implementation:**
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- `pdfrw` for AcroForm; overlay with ReportLab if needed.
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- Manifest includes `doc_id/page/bbox/text_hash` for every numeric field.
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---
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### 11) `svc-hmrc`
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**Purpose:** HMRC submitter (stub|sandbox|live).
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**Endpoints:**
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- `POST /v1/hmrc/submit` `{tax_year, taxpayer_id, dry_run}` → `{status, submission_id?, errors[]}`
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- `GET /v1/hmrc/submissions/{id}`
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**Implementation:**
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- Rate limits, retries/backoff, signed audit log; environment toggle.
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---
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### 12) `svc-firm-connectors`
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**Purpose:** Read-only connectors to Firm Databases (Practice Mgmt, DMS).
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**Endpoints:**
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- `POST /v1/firm/sync` `{since?}` → `{objects_synced, errors[]}`
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- `GET /v1/firm/objects` (paged)
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**Implementation:**
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- Data contracts in `config/firm_contracts/`; mappers → Secure Client Data Store (Postgres) with lineage columns (`source`, `source_id`, `synced_at`).
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---
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### 13) `ui-review` (outline only)
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- Next.js (SSO handled by Traefik+Authentik), shows extracted fields + evidence snippets; POST overrides to `svc-extract`/`svc-normalize-map`.
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---
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## DATA CONTRACTS (ESSENTIAL EXAMPLES)
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**Event: `doc.ingested`**
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```json
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{
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"event_id": "01J...ULID",
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"occurred_at": "2025-09-13T08:00:00Z",
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"actor": "svc-ingestion",
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"tenant_id": "t_123",
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"trace_id": "abc-123",
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"schema_version": "1.0",
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"data": {
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"doc_id": "d_abc",
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"bucket": "raw",
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"key": "tenants/t_123/raw/d_abc.pdf",
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"checksum": "sha256:...",
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"kind": "bank_statement",
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"mime": "application/pdf",
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"pages": 12
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}
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}
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```
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**RAG search response shape**
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```json
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{
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"chunks": [
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{
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"id": "c1",
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"text": "...",
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"score": 0.78,
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"payload": {
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"jurisdiction": "UK",
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"tax_years": ["2024-25"],
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"topic_tags": ["FHL"],
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"pii_free": true
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}
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}
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],
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"citations": [
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{ "doc_id": "leg-ITA2007", "section_id": "s272A", "url": "https://..." }
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],
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"kg_hints": [
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{
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"rule_id": "UK.FHL.Qual",
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"formula_id": "FHL_Test_v1",
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||||
"node_ids": ["n123", "n456"]
|
||||
}
|
||||
],
|
||||
"calibrated_confidence": 0.81
|
||||
}
|
||||
```
|
||||
|
||||
---
|
||||
|
||||
## PERSISTENCE SCHEMAS (POSTGRES; ALEMBIC)
|
||||
|
||||
- `ingest_documents(id pk, tenant_id, doc_id, kind, checksum, bucket, key, mime, pages, created_at)`
|
||||
- `firm_objects(id pk, tenant_id, source, source_id, type, payload jsonb, synced_at)`
|
||||
- Qdrant PII mapping table (if absolutely needed): `pii_links(id pk, placeholder_hash, client_id, created_at)` — **encrypt with Vault Transit**; do NOT store raw values.
|
||||
|
||||
---
|
||||
|
||||
## TRAEFIK + AUTHENTIK (COMPOSE LABELS PER SERVICE)
|
||||
|
||||
For every service container in `infra/compose/docker-compose.local.yml`, add labels:
|
||||
|
||||
```
|
||||
- "traefik.enable=true"
|
||||
- "traefik.http.routers.svc-extract.rule=Host(`api.local`) && PathPrefix(`/extract`)"
|
||||
- "traefik.http.routers.svc-extract.entrypoints=websecure"
|
||||
- "traefik.http.routers.svc-extract.tls=true"
|
||||
- "traefik.http.routers.svc-extract.middlewares=authentik-forwardauth,rate-limit"
|
||||
- "traefik.http.services.svc-extract.loadbalancer.server.port=8000"
|
||||
```
|
||||
|
||||
Use the shared dynamic file `traefik-dynamic.yml` with `authentik-forwardauth` and `rate-limit` middlewares.
|
||||
|
||||
---
|
||||
|
||||
## OUTPUT FORMAT (STRICT)
|
||||
|
||||
Implement a **multi-file codebase** as fenced blocks, EXACTLY in this order:
|
||||
|
||||
```txt
|
||||
# FILE: libs/config.py
|
||||
# factories for Vault/MinIO/Qdrant/Neo4j/Redis/EventBus, Settings base
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: libs/security.py
|
||||
# Vault Transit helpers, header parsing, internal CIDR checks, middleware
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: libs/observability.py
|
||||
# otel init, prometheus, structlog
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: libs/events.py
|
||||
# EventBus abstraction with Kafka and SQS/SNS impls
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: libs/schemas.py
|
||||
# Shared Pydantic models mirroring ontology entities
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-ingestion/main.py
|
||||
# FastAPI app, endpoints, MinIO write, Postgres, publish doc.ingested
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-rpa/main.py
|
||||
# Playwright flows, Prefect tasks, triggers
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-ocr/main.py
|
||||
# OCR pipeline, endpoints
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-extract/main.py
|
||||
# Classifier + extractors with validator loop
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-normalize-map/main.py
|
||||
# normalization, entity resolution, KG mapping, SHACL validation call
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-kg/main.py
|
||||
# KG façade, RDF export, SHACL validate, lineage traversal
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-rag-indexer/main.py
|
||||
# chunk/de-id/embed/upsert to Qdrant
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-rag-retriever/main.py
|
||||
# hybrid retrieval + rerank + KG fusion
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-reason/main.py
|
||||
# deterministic calculators, schedule compute/explain
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-forms/main.py
|
||||
# PDF fill + evidence pack
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-hmrc/main.py
|
||||
# submit stub|sandbox|live with audit + retries
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: apps/svc-firm-connectors/main.py
|
||||
# connectors to practice mgmt & DMS, sync to Postgres
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: infra/compose/docker-compose.local.yml
|
||||
# Traefik, Authentik, Vault, MinIO, Qdrant, Neo4j, Postgres, Redis, Prom+Grafana, Loki, Unleash, all services
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: infra/compose/traefik.yml
|
||||
# static Traefik config
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: infra/compose/traefik-dynamic.yml
|
||||
# forwardAuth middleware + routers/services
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: .gitea/workflows/ci.yml
|
||||
# lint->test->build->scan->push->deploy
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: Makefile
|
||||
# bootstrap, run, test, lint, build, deploy, format, seed
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: tests/e2e/test_happy_path.py
|
||||
# end-to-end: ingest -> ocr -> extract -> map -> compute -> fill -> (stub) submit
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: tests/unit/test_calculators.py
|
||||
# boundary tests for UK SA logic (NIC, HICBC, PA taper, FHL)
|
||||
...
|
||||
```
|
||||
|
||||
```txt
|
||||
# FILE: README.md
|
||||
# how to run locally with docker-compose, Authentik setup, Traefik certs
|
||||
...
|
||||
```
|
||||
|
||||
## DEFINITION OF DONE
|
||||
|
||||
- `docker compose up` brings the full stack up; SSO via Authentik; routes secured via Traefik ForwardAuth.
|
||||
- Running `pytest` yields ≥ 90% coverage; `make e2e` passes the ingest→…→submit stub flow.
|
||||
- All services expose `/healthz|/readyz|/livez|/metrics`; OpenAPI at `/docs`.
|
||||
- No PII stored in Qdrant; vectors carry `pii_free=true`.
|
||||
- KG writes are SHACL-validated; violations produce `review.requested` events.
|
||||
- Evidence lineage is present for every numeric box value.
|
||||
- Gitea pipeline passes: lint, test, build, scan, push, deploy.
|
||||
|
||||
# START
|
||||
|
||||
Generate the full codebase and configs in the **exact file blocks and order** specified above.
|
||||
def test_happy_path():
|
||||
pass
|
||||
Reference in New Issue
Block a user