agnes-the-ai-analyst/pyproject.toml
ZdenekSrotyr 506a378c3a
release: 0.47.1 — Keboola connector v27 (incremental, partitioned, where_filters, typed parquet) (#217)
## Summary

Brings the Keboola connector to feature parity with the legacy internal data-analyst's per-table sync strategies. Closes the four documented gaps from the spec branch (`zs/keboola-connector-specs`):

- **Typed parquet** in the legacy SDK extraction path — column types from Keboola Storage metadata (provider cascade `user > ai-metadata-enrichment > keboola.snowflake-transformation`) survive the CSV → parquet roundtrip; invalid date strings (`'0000-00-00'`) and invalid numeric strings (`'Non-Manager'`) become NULL while keeping the column's typed schema. Pre-fix everything was VARCHAR.
- **Incremental sync** via Storage API `changedSince` — opt-in per table; pulls only delta rows, merges into the existing parquet by `primary_key` (drop_duplicates with keep='last'). Cuts daily extraction from O(full table) to O(delta).
- **Partitioned sync** — flat per-partition layout `data/<table>/<key>.parquet` (e.g. `2026_05.parquet`), per-affected-partition merge for daily updates, chunked initial load with 1-day overlap and 2-empty-chunk stop heuristic.
- **`where_filters`** — server-side row filter with date placeholders (`{{today}}`, `{{last_3_months}}`, `{{start_of_3_months_ago}}`, etc.) resolved at sync time. Force the SDK path; reject `incremental + where_filters` combination at API layer (changedSince already filters temporally).

## Architecture

- **Schema migration v25 → v26**: 7 new columns on `table_registry`. Existing `sync_strategy` column reused (pre-v26 it was inert catalog metadata; post-v26 the extractor dispatches off it).
- **Per-table dispatcher** in `extractor.run()` routes to one of `_extract_via_extension` (full_refresh + extension), `_extract_via_legacy` (full_refresh + filters or extension fallback), `extract_incremental`, or `extract_partitioned`.
- **API conflict policy**: `incremental + where_filters` → 422; `partitioned + query_mode='remote'` → 422; `partitioned ⇒ partition_by required`.
- **Admin UI**: third "Direct extract (Storage API)" radio in the Keboola Register / Edit modals, alongside existing "Whole table (extension)" and "Custom SQL". When selected, exposes a v26 sync-strategy panel with conditional fields per strategy.

## Test plan

- [x] **Unit + module** — 134 v26 tests covering migration, repo, parquet_io, where_filters, incremental (compute_changed_since + merge_parquet + extract_incremental E2E), partitioned (key derivation + merge_partition + chunked windows + extract_partitioned E2E), extractor dispatcher, admin API validators, PUT field clearing, registry-shape → dispatcher bridge
- [x] **HTML form structure** — all v26 inputs + visibility classes + JS payload fields verified in rendered template
- [x] **Real Keboola roundtrip** — registered a small test table as `sync_strategy='incremental'` against a test Storage project, triggered two syncs:
  - Sync 1: `changedSince=None` → full pull → 9 rows typed parquet
  - Sync 2: `changedSince=last_sync - 1d window` → 9 delta rows merged with 9 existing → 9 after dedup on primary_key (PK merge confirmed)
- [x] **Browser UX** — agent-browser session against a local uvicorn: login → admin/tables → register modal → switch radios → verify field visibility per strategy → submit → edit existing row → switch to Direct/Incremental → save → confirm DB persistence
- [x] **Regression** — no regressions in the broader 3252-test suite (3 pre-v26 tests updated for the deprecation-marker removal + schema-version bump; 2 pre-existing environment-sensitive test failures unrelated to this change)

## Bugs caught + fixed during E2E

The browser + real-Keboola roundtrip exposed four bugs the unit tests missed:

1. **JS visibility race** — two competing `forEach` loops set `display=''` then `display='none'` on form elements sharing `kb-strategy-incremental kb-strategy-partitioned` classes (window_days + max_history_days are reused across strategies). Fix: single-pass selector with class-based visibility resolver.
2. **PUT cannot clear field** — pre-v26 `updates = {k: v ... if v is not None}` collapsed "omitted from body" and "sent as null" into the same case, so admin couldn't switch a partitioned row back to full_refresh and have stale `partition_by` clear. Fix: `model_dump(exclude_unset=True)`.
3. **Subprocess DB lock conflict** — `_read_last_sync` reopened `system.duckdb` while the parent server held the write lock (subprocess contract at `app/api/sync.py:_run_sync` line 260). Fix: parent injects `__last_sync__` into table_config before subprocess spawn.
4. **Wrong KBC table_id** — `extract_incremental` / `extract_partitioned` built the Storage API table_id from the registry row's slugified `id` (`circle_inc`) instead of `bucket.source_table` (`in.c-finance.circle`), producing 404s. Fix: prefer `bucket+source_table`; fall back to `id` only when bucket empty.

## Operator notes

- Existing tables stay on `full_refresh` after migration; admins opt individual tables in via `agnes admin register-table --sync-strategy ...`, the Keboola Edit modal, or `POST/PUT /api/admin/registry`.
- `merge_parquet` and `merge_partition` use `pd.concat + drop_duplicates`, loading both existing and delta into pandas RAM. For tables in the multi-million-row range this may OOM — switch to `partitioned` strategy for those (per-partition merge keeps memory bounded). Documented in `### Internal` of the changelog entry.
- Date placeholders are resolved at **sync time**, not register time — a typo'd `{{lasst_week}}` is accepted at register and surfaces only when the next sync runs. By design (rolling windows need late-binding).

## Spec source

The four corresponding plans on the `zs/keboola-connector-specs` branch under `docs/superpowers/plans/2026-05-07-0[1-4]-*.md` capture the design rationale and link back to internal repo references for each subsystem.
<!-- devin-review-badge-begin -->

---

<a href="https://app.devin.ai/review/keboola/agnes-the-ai-analyst/pull/217" target="_blank">
  <picture>
    <source media="(prefers-color-scheme: dark)" srcset="https://static.devin.ai/assets/gh-open-in-devin-review-dark.svg?v=1">
    <img src="https://static.devin.ai/assets/gh-open-in-devin-review-light.svg?v=1" alt="Open in Devin Review">
  </picture>
</a>
<!-- devin-review-badge-end -->
2026-05-07 19:01:27 +02:00

121 lines
4.3 KiB
TOML

[project]
name = "agnes-the-ai-analyst"
version = "0.47.1"
description = "Agnes — AI Data Analyst platform for AI analytical systems"
requires-python = ">=3.11,<3.14"
license = "MIT"
readme = "README.md"
dependencies = [
# Core database
"duckdb>=0.9.0",
# Web framework (FastAPI)
"fastapi>=0.115.0",
"uvicorn[standard]>=0.32.0",
"python-multipart>=0.0.27",
"jinja2>=3.1.0",
"starlette>=0.41.0",
# Authentication
"PyJWT>=2.8.0",
"itsdangerous>=2.1.0",
"authlib>=1.6.11",
"argon2-cffi>=23.1.0",
# HTTP client. `h2` enables HTTP/2 multiplexing for the persistent
# CLI client used by `agnes pull` (one TCP connection serves N
# concurrent parquet streams + range chunks). `cli/client.py`
# gracefully falls back to HTTP/1.1 if h2 is missing, so this
# extra is for performance, not correctness.
"httpx>=0.27.0",
"h2>=4.1.0",
# CLI
"typer>=0.12.0",
"rich>=13.0.0",
# Configuration
"python-dotenv>=1.0.0",
"pyyaml>=6.0",
# Data processing
"pandas>=2.0.0",
"pyarrow>=12.0.0",
"pytz>=2024.1",
# SQL parsing — server-side WHERE validator for /api/v2/scan (app/api/where_validator.py)
# Minimum 30.x — older versions had walk() yielding (node, parent, key)
# tuples instead of expression nodes, which would silently bypass the
# WHERE-validator structural checks (isinstance(tuple, exp.Subquery)
# is always False). 30.x yields nodes directly.
"sqlglot>=30.0.0",
# Data source connectors
"google-cloud-bigquery>=3.0.0",
"google-cloud-bigquery-storage>=2.0.0",
# Google Workspace Cloud Identity / Admin SDK (Workspace group membership sync)
"google-api-python-client>=2.0.0",
# Profiler visualizations
"matplotlib>=3.8.0",
"numpy>=1.24.0",
# Claude Code marketplace endpoint — pure-Python git server mounted in FastAPI
"dulwich>=0.22.0",
"a2wsgi>=1.10.0",
# In-process TTL cache for marketplace etag (transitively present via
# google-auth, declared explicitly here because we depend on it directly).
"cachetools>=5.3.0",
# Per-IP rate limiting on auth endpoints (#45). In-process counters by
# default — fine for single-replica deploys. Multi-replica rollouts can
# swap the storage backend via slowapi's `storage_uri` (Redis, Memcached).
"slowapi>=0.1.9",
# LLM provider SDKs — core (not dev) because connectors/llm/*_provider.py
# is imported by services/{corporate_memory, verification_detector} which
# the scheduler drives in production. Promoted from [dev] in #176 to fix
# ModuleNotFoundError boot loops on default Compose deploys.
"anthropic>=0.30.0",
"openai>=1.30.0",
# Keboola Storage API SDK — used by:
# - `connectors/keboola/client.py` for admin-side bucket / table list
# (consumed from `app/api/admin.py` discover-and-register, table
# metadata refresh).
# Extraction itself uses the lightweight `connectors/keboola/storage_api.py`
# module (export-async + signed-URL download) which talks to Storage API
# directly via `requests` — no SDK dependency on the data-path side. The
# SDK stays for the metadata reads.
"kbcstorage>=0.9.0",
"sse-starlette>=2.0",
]
[project.optional-dependencies]
dev = [
"pytest>=9.0.0",
"pytest-timeout>=2.0.0",
"pytest-xdist>=3.0.0",
"faker>=24.0.0",
# jsonschema validates the corporate-memory extraction-tool golden fixtures
# under tests/test_corporate_memory_v1.py (extraction.json, correction.json,
# confidence_calibration.json). Production code does not depend on it.
"jsonschema>=4.0.0",
# FastAPI debug toolbar — gated behind DEBUG=1 env var in app/main.py.
# Provides per-request panels (headers, routes, timer, profiling, etc.)
# for local development. Never loaded in production (no DEBUG=1 there).
"fastapi-debug-toolbar>=0.6.3",
]
[project.scripts]
agnes = "cli.main:_run_with_clean_errors"
[build-system]
requires = ["hatchling"]
build-backend = "hatchling.build"
[tool.hatch.build.targets.wheel]
packages = ["app", "src", "connectors", "cli", "services", "config"]
[tool.ruff]
line-length = 120
target-version = "py313"
[tool.uv]
dev-dependencies = [
"pytest>=9.0.0",
"pytest-timeout>=2.0.0",
"pytest-xdist>=3.0.0",
"faker>=24.0.0",
"anthropic>=0.30.0",
"openai>=1.30.0",
"fastapi-debug-toolbar>=0.6.3",
]