From e023d64dd5b9315c68ab81db3cc4586471e8f788 Mon Sep 17 00:00:00 2001 From: Abhiraj Adhikary Date: Tue, 10 Nov 2026 01:51:15 +0530 Subject: [PATCH 01/13] Pre-commit: add ruff and enforce all hooks in CI Config only (commit 1 of #270): add ruff (default rules E4/E7/E9/F, line length 88), the hygiene/prettier/shellcheck/hadolint hooks, the CI job that runs uvx pre-commit run --all-files, and the install instructions in CONTRIBUTING.md. The 63 ruff fixes and the first prettier reformat land in separate commits after release/26.11.1 merges to main. --- .github/workflows/pre-commit.yml | 49 +++++++++++++++++++++++++++ .pre-commit-config.yaml | 57 ++++++++++++++++++++++++++++---- .prettierrc.json | 10 ++++++ CONTRIBUTING.md | 16 +++++---- pyproject.toml | 16 +++++++++ 5 files changed, 136 insertions(+), 12 deletions(-) create mode 100644 .github/workflows/pre-commit.yml create mode 100644 .prettierrc.json diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml new file mode 100644 index 00000000..b1358f34 --- /dev/null +++ b/.github/workflows/pre-commit.yml @@ -0,0 +1,49 @@ +# Enforces the pre-commit hooks (.pre-commit-config.yaml) on every pull request and push to main, +# so a contribution made without the local hooks is still checked. Contributors run the same hooks +# locally with `uvx pre-commit install` (see CONTRIBUTING.md). +name: Pre-commit + +on: + pull_request: + push: + branches: [main] + workflow_dispatch: + +permissions: + contents: read + +concurrency: + group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.sha }} + cancel-in-progress: ${{ github.event_name == 'pull_request' }} + +jobs: + pre-commit: + name: Run pre-commit on all files + runs-on: ubuntu-latest + steps: + - name: Checkout code + uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1 + with: + persist-credentials: false + + - name: Set up Python + uses: actions/setup-python@6d4fd22b20465ccc0f7354476588e8df7c9ca0e0 # v7.1.0 + with: + python-version: "3.12" + + # pre-commit and its hooks run through uvx (a throwaway environment), so nothing is installed + # into the runner's Python. uv is pinned in every install URL of this repo. + - name: Setup UV package manager + shell: bash + run: | + # Retry transient network failures (a connection reset failed a whole examples job on #8897); the + # script is downloaded first so a retried transfer is never piped half-written into sh. + installer="$(mktemp)" + curl -LsSf --retry 5 --retry-all-errors --retry-delay 5 -o "$installer" https://astral.sh/uv/0.12.0/install.sh + sh "$installer" + echo "$HOME/.local/bin" >> "$GITHUB_PATH" + export PATH="$HOME/.local/bin:$PATH" + uv --version + + - name: Run pre-commit on all files + run: uvx pre-commit run --all-files --show-diff-on-failure diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml index 501296e8..255ce3d4 100644 --- a/.pre-commit-config.yaml +++ b/.pre-commit-config.yaml @@ -1,4 +1,19 @@ repos: + # Basic file hygiene (validate and normalize), matching upstream ArcadeDB's pre-commit-hooks set. +- repo: https://github.com/pre-commit/pre-commit-hooks + rev: v6.0.0 + hooks: + - id: trailing-whitespace + - id: end-of-file-fixer + - id: check-merge-conflict + - id: check-added-large-files + - id: detect-private-key + - id: check-yaml + args: [--allow-multiple-documents] + - id: check-toml + - id: check-json + - id: check-xml + # Python formatting (unchanged): black + isort with the black profile. - repo: https://github.com/psf/black rev: 26.10.1 hooks: @@ -9,6 +24,32 @@ repos: hooks: - id: isort args: [--profile, black] + # Python linting: ruff with its default rules (E4, E7, E9, F) at line length 88 (pyproject.toml). + # Check only - fixes land in their own commit; black and isort remain the formatters. +- repo: https://github.com/astral-sh/ruff-pre-commit + rev: v0.17.4 + hooks: + - id: ruff-check + # Java, XML, Markdown and JSON formatting, matching upstream ArcadeDB (printWidth 160 for + # Java/XML is set in .prettierrc.json; Markdown prose is not hard-wrapped). types_or (OR) is + # required: types (AND) of [java, xml] would match no file. +- repo: https://github.com/rbubley/mirrors-prettier + rev: v3.9.10 + hooks: + - id: prettier + types_or: [java, xml, markdown, json] + additional_dependencies: + - prettier@3.9.10 + - prettier-plugin-java@2.11.0 + - prettier-plugin-xml + args: [--write, --list-different, --ignore-unknown] + # Shell formatting (unchanged). +- repo: https://github.com/scop/pre-commit-shfmt + rev: v3.14.1-1 + hooks: + - id: shfmt + args: [-i, '4', -ci, -sr, -w] + # YAML formatting (unchanged): workflows are linted by actionlint, not reformatted (as upstream). - repo: https://github.com/macisamuele/language-formatters-pre-commit-hooks rev: v2.16.0 hooks: @@ -16,18 +57,22 @@ repos: args: - --autofix - --indent=2 - # Workflows are linted by actionlint, not reformatted (as upstream). exclude: ^\.github/ -- repo: https://github.com/scop/pre-commit-shfmt - rev: v3.14.1-1 + # Shell linting (.sh files). Runs in Docker; actionlint already runs shellcheck over workflow run: blocks. +- repo: https://github.com/koalaman/shellcheck-precommit + rev: v0.11.0 hooks: - - id: shfmt - args: [-i, '4', -ci, -sr, -w] - # actionlint runs shellcheck over every `run:` block; per-file ignores live in .github/actionlint.yaml. + - id: shellcheck + # actionlint runs shellcheck over every run: block; per-file ignores live in .github/actionlint.yaml. - repo: https://github.com/rhysd/actionlint rev: v1.7.12 hooks: - id: actionlint + # Dockerfile linting (scripts/Dockerfile.build). Runs in Docker. +- repo: https://github.com/hadolint/hadolint + rev: v2.15.1 + hooks: + - id: hadolint-docker - repo: local hooks: - id: no-old-package-name diff --git a/.prettierrc.json b/.prettierrc.json new file mode 100644 index 00000000..0dcd0065 --- /dev/null +++ b/.prettierrc.json @@ -0,0 +1,10 @@ +{ + "printWidth": 80, + "proseWrap": "preserve", + "overrides": [ + { + "files": ["**/*.java", "**/*.xml"], + "options": { "printWidth": 160 } + } + ] +} diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index f19c318b..ea5e35b0 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -87,20 +87,24 @@ uv run --no-project --python 3.12 python native/wheel/build_wheel.py --lib-dir < ### Pre-commit -This project uses [pre-commit](https://pre-commit.com/) (black, isort, shfmt, pretty-format-yaml, actionlint, and a local check that the old package name does not come back). Run it on the files you changed before you push, and again if it reformatted something: +This project uses [pre-commit](https://pre-commit.com/): ruff (lint, default rules E4/E7/E9/F at line length 88), black and isort (Python formatting), prettier (Java, XML, Markdown, JSON), shfmt and shellcheck (shell), hadolint (Dockerfile), pretty-format-yaml and the basic hygiene hooks (trailing whitespace, end-of-file, merge-conflict markers, large files, private keys), and actionlint (GitHub Actions). The settings live in `pyproject.toml` (`[tool.ruff]`) and `.prettierrc.json`. + +Install the hooks once so they run on every commit: ```shell -uvx pre-commit run --files -uvx pre-commit run --all-files +uvx pre-commit install ``` -CI also runs Bandit, which must be clean: +Run them on the files you changed before you push, and again if something was reformatted: ```shell -uvx bandit==1.9.4 -c pyproject.toml -r src tests --severity-level low --confidence-level low -uvx bandit==1.9.4 -c pyproject.toml -r examples --severity-level medium --confidence-level high +uvx pre-commit run --files +uvx pre-commit run --all-files ``` +shellcheck and hadolint run as `docker_image` hooks (Docker pulls the images automatically, both locally and in CI). CI runs the same hooks on every pull request and push. + + ### Workflow 1. An [issue](https://github.com/ArcadeData/arcadedb-python/issues) states the problem. diff --git a/pyproject.toml b/pyproject.toml index 69caffed..d29bc0cc 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -178,3 +178,19 @@ exclude_dirs = ["/tests/.cache/", "/build/", "/dist/"] # (src/) intentionally contains no assert statements - so we skip it globally # rather than maintaining a per-file glob list. skips = ["B101"] + +[tool.ruff] +# Black's default; no hard limit on comments and strings (E501 is intentionally not enabled, so +# the ~2,904 lines Black deliberately leaves long are not flagged). See issue #270. +line-length = 88 +target-version = "py311" + +[tool.ruff.lint] +# Ruff's default rules: E4 (imports), E7 (statements), E9 (runtime), F (pyflakes). +select = ["E4", "E7", "E9", "F"] + +[tool.ruff.lint.per-file-ignores] +# pytest fixtures whose names shadow the fixture are a normal pattern (issue #270 lists 8 such +# F811s). The one real duplicate (TestInsertManyVertexType in tests/test_bulk_insert.py) is removed +# with the ruff-fixes commit, so nothing F811 should catch in tests remains except this pattern. +"tests/**" = ["F811"] From baac64d5cf7e8486a80a65a620a367267c23a569 Mon Sep 17 00:00:00 2001 From: Abhiraj Adhikary Date: Tue, 10 Nov 2026 23:10:18 +0530 Subject: [PATCH 02/13] ruff: apply safe auto-fixes (ruff check --fix, no --unsafe-fixes) --- examples/01_simple_document_store.py | 3 +-- examples/06_vector_search_recommendations.py | 2 -- examples/13_stackoverflow_hybrid_queries.py | 2 +- src/arcadedb/_native/extras.py | 5 ++--- src/arcadedb/_native/server.py | 1 - src/arcadedb/core.py | 1 - src/arcadedb/jvm.py | 2 -- tests/test_async_transaction.py | 1 - tests/test_core.py | 1 - tests/test_float_vector_bulk.py | 1 - tests/test_jar_closure.py | 1 - tests/test_log_dir.py | 1 - tests/test_native_udf.py | 1 - tests/test_percall_calls.py | 1 - tests/test_release_name_guards.py | 1 - tests/test_server_patterns.py | 2 +- tests/test_vector_params_verification.py | 2 +- tests/test_wheel_size.py | 1 - 18 files changed, 6 insertions(+), 23 deletions(-) diff --git a/examples/01_simple_document_store.py b/examples/01_simple_document_store.py index c982c05b..39035088 100644 --- a/examples/01_simple_document_store.py +++ b/examples/01_simple_document_store.py @@ -35,7 +35,6 @@ import shutil import time import uuid -from datetime import date, datetime import arcadedb @@ -277,7 +276,7 @@ if not tasks: print(" (none found)") else: - print(f" 💡 Used to_list() for efficient bulk conversion") + print(" 💡 Used to_list() for efficient bulk conversion") print() diff --git a/examples/06_vector_search_recommendations.py b/examples/06_vector_search_recommendations.py index 0001f3fd..049c5767 100644 --- a/examples/06_vector_search_recommendations.py +++ b/examples/06_vector_search_recommendations.py @@ -41,13 +41,11 @@ """ import argparse -import os import shutil import sys import time from pathlib import Path -import numpy as np import arcadedb diff --git a/examples/13_stackoverflow_hybrid_queries.py b/examples/13_stackoverflow_hybrid_queries.py index 00bb0f45..e1c94a38 100644 --- a/examples/13_stackoverflow_hybrid_queries.py +++ b/examples/13_stackoverflow_hybrid_queries.py @@ -1944,7 +1944,7 @@ def run_hybrid_queries( "cypher_expand_users", lambda: run_cypher( db, - f""" + """ MATCH (q:Question)-[:HAS_ANSWER]->(a:Answer)<-[:ANSWERED]-(u:User) WHERE q.Id IN $ids RETURN DISTINCT u.Id AS user_id diff --git a/src/arcadedb/_native/extras.py b/src/arcadedb/_native/extras.py index a0aa5178..1b106edb 100644 --- a/src/arcadedb/_native/extras.py +++ b/src/arcadedb/_native/extras.py @@ -13,16 +13,15 @@ import threading import weakref from collections.abc import Mapping -from typing import Any, Callable, Iterable, Optional +from typing import Callable, Optional from ..callbacks import EventHandle as _BaseEventHandle from ..callbacks import check_event, check_function from ..exceptions import ArcadeDBError from ..graph_batch import GraphBatch as _BaseGraphBatch from ..type_conversion import take_vector_columns -from . import interrupts, lib, not_yet +from . import interrupts, lib from .codec import ( - _PLAIN, _default, _np, _prep, diff --git a/src/arcadedb/_native/server.py b/src/arcadedb/_native/server.py index 090239cc..f8193fe8 100644 --- a/src/arcadedb/_native/server.py +++ b/src/arcadedb/_native/server.py @@ -1,6 +1,5 @@ """In-process server on the native backend (HTTP API, wire-protocol plugins as configured; no Studio in the native wheel).""" -import os from typing import Any, Dict, Optional from ..exceptions import ArcadeDBError diff --git a/src/arcadedb/core.py b/src/arcadedb/core.py index 792d3249..dca57945 100644 --- a/src/arcadedb/core.py +++ b/src/arcadedb/core.py @@ -37,7 +37,6 @@ bulk_row_ok, convert_python_to_java, declared_float_vectors, - json_bulk_dumps, json_bulk_dumps_tagged, split_float_vectors, ) diff --git a/src/arcadedb/jvm.py b/src/arcadedb/jvm.py index f38067a6..02aa7b8a 100644 --- a/src/arcadedb/jvm.py +++ b/src/arcadedb/jvm.py @@ -21,11 +21,9 @@ import jpype.imports from . import aot as _aot -from ._logdir import LOG_DIR_ENV as _LOG_DIR_ENV from ._logdir import console_enabled as _console_enabled from ._logdir import default_log_dir as _default_log_dir from ._logdir import logging_config_name as _logging_config_name -from ._logdir import render_logging_config as _render_logging_config from ._logdir import stdio_log_path as _stdio_log_path from ._logdir import usable_log_dir as _usable_log_dir from ._logdir import write_logging_config as _write_logging_config diff --git a/tests/test_async_transaction.py b/tests/test_async_transaction.py index 94c70cfa..435d0d20 100644 --- a/tests/test_async_transaction.py +++ b/tests/test_async_transaction.py @@ -4,7 +4,6 @@ import pytest -import arcadedb TIMEOUT = 30 diff --git a/tests/test_core.py b/tests/test_core.py index 0076bd4a..753b09ff 100644 --- a/tests/test_core.py +++ b/tests/test_core.py @@ -3,7 +3,6 @@ These tests work with our base package (includes SQL, OpenCypher, Studio). """ -import json import pytest diff --git a/tests/test_float_vector_bulk.py b/tests/test_float_vector_bulk.py index d0a5a003..32aca806 100644 --- a/tests/test_float_vector_bulk.py +++ b/tests/test_float_vector_bulk.py @@ -13,7 +13,6 @@ import numpy as np import pytest -import arcadedb from arcadedb import type_conversion DIM = 8 diff --git a/tests/test_jar_closure.py b/tests/test_jar_closure.py index 144d697a..ee4734e7 100644 --- a/tests/test_jar_closure.py +++ b/tests/test_jar_closure.py @@ -37,7 +37,6 @@ class refers to a library the wheel does not ship: decide whether the code path import struct import zipfile -import pytest from arcadedb.jvm import get_jar_path diff --git a/tests/test_log_dir.py b/tests/test_log_dir.py index 337c1b26..7eb58e9a 100644 --- a/tests/test_log_dir.py +++ b/tests/test_log_dir.py @@ -10,7 +10,6 @@ from pathlib import Path from unittest.mock import patch -import pytest from arcadedb import _logdir, jvm from arcadedb._native import lib as native_lib diff --git a/tests/test_native_udf.py b/tests/test_native_udf.py index 234794aa..54173f90 100644 --- a/tests/test_native_udf.py +++ b/tests/test_native_udf.py @@ -4,7 +4,6 @@ import pytest -import arcadedb from arcadedb import ArcadeDBError diff --git a/tests/test_percall_calls.py b/tests/test_percall_calls.py index 80cc132a..c9b8ab09 100644 --- a/tests/test_percall_calls.py +++ b/tests/test_percall_calls.py @@ -7,7 +7,6 @@ choice, the same errors, and the same result-set state after ``first()``. """ -import jpype import numpy as np import pytest diff --git a/tests/test_release_name_guards.py b/tests/test_release_name_guards.py index 9f69c35b..88ed9b12 100644 --- a/tests/test_release_name_guards.py +++ b/tests/test_release_name_guards.py @@ -8,7 +8,6 @@ from __future__ import annotations import os -import re import subprocess # nosec B404 - test-controlled child processes, no untrusted input import sys import textwrap diff --git a/tests/test_server_patterns.py b/tests/test_server_patterns.py index e2161a8f..3f5826a8 100644 --- a/tests/test_server_patterns.py +++ b/tests/test_server_patterns.py @@ -349,7 +349,7 @@ def test_pattern1_embedded_first_requires_close(cleanup_test_dirs): print("\n7. Dual access now available...") rows = _http_query(server, db_name, "SELECT count(*) AS count FROM Person") assert rows[0]["count"] == 3 - print(f" 💡 Embedded access: db.query() works") + print(" 💡 Embedded access: db.query() works") print(f" 💡 HTTP access: http://localhost:{server.get_http_port()} works") print(" 💡 Note: Server-managed databases are closed by server.stop()") diff --git a/tests/test_vector_params_verification.py b/tests/test_vector_params_verification.py index 66694937..3b7d0929 100644 --- a/tests/test_vector_params_verification.py +++ b/tests/test_vector_params_verification.py @@ -265,7 +265,7 @@ def test_jvm_heap_check(self): total_memory = runtime.totalMemory() free_memory = runtime.freeMemory() - print(f"\n=== JVM Memory Stats ===") + print("\n=== JVM Memory Stats ===") print(f"Max Memory: {max_memory / (1024**3):.2f} GB ({max_memory} bytes)") print(f"Total Memory: {total_memory / (1024**2):.2f} MB") print(f"Free Memory: {free_memory / (1024**2):.2f} MB") diff --git a/tests/test_wheel_size.py b/tests/test_wheel_size.py index 4f891fbf..a58938a4 100644 --- a/tests/test_wheel_size.py +++ b/tests/test_wheel_size.py @@ -10,7 +10,6 @@ import zipfile from pathlib import Path -import pytest SCRIPT_PATH = Path(__file__).resolve().parents[1] / "scripts" / "verify_wheel_size.py" From dac4acf5d40c13c4c569b50e03f275c3b7b1109f Mon Sep 17 00:00:00 2001 From: Abhiraj Adhikary Date: Tue, 10 Nov 2026 23:19:06 +0530 Subject: [PATCH 03/13] ruff: fix remaining findings by hand (E402 noqa, E741 rename) --- src/arcadedb/__init__.py | 30 +++++++++++++++--------------- tests/test_log_dir.py | 2 +- 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/src/arcadedb/__init__.py b/src/arcadedb/__init__.py index d208741d..745866a5 100644 --- a/src/arcadedb/__init__.py +++ b/src/arcadedb/__init__.py @@ -39,13 +39,13 @@ __version__ = "0.0.0" # Import async execution -from .async_executor import AsyncExecutor +from .async_executor import AsyncExecutor #noqa: E402 # Import record event handle -from .callbacks import EventHandle +from .callbacks import EventHandle #noqa: E402 # Import core database classes -from .core import ( +from .core import ( #noqa: E402 Database, DatabaseFactory, create_database, @@ -54,41 +54,41 @@ ) # Import exceptions -from .exceptions import ArcadeDBError +from .exceptions import ArcadeDBError #noqa: E402 # Import exporter classes -from .exporter import export_database, export_to_csv +from .exporter import export_database, export_to_csv #noqa: E402 # Import graph classes -from .graph import Document, Edge, Vertex +from .graph import Document, Edge, Vertex #noqa: E402 # Import graph batch helper -from .graph_batch import GraphBatch +from .graph_batch import GraphBatch #noqa: E402 # Import importer helpers -from .importer import ImportResult +from .importer import ImportResult #noqa: E402 # Which engine this install actually carries. __version__ is the PACKAGE # version and can disagree with the bundled JARs without any error. -from .jvm import jar_fingerprint +from .jvm import jar_fingerprint #noqa: E402 # Import result classes -from .results import Result, ResultSet +from .results import Result, ResultSet #noqa: E402 # Import schema classes -from .schema import IndexType, PropertyType, Schema +from .schema import IndexType, PropertyType, Schema #noqa: E402 # Import server classes -from .server import ArcadeDBServer, create_server +from .server import ArcadeDBServer, create_server #noqa: E402 # Import transaction management -from .transactions import TransactionContext +from .transactions import TransactionContext #noqa: E402 # Import type conversion utilities -from .type_conversion import convert_java_to_python, convert_python_to_java +from .type_conversion import convert_java_to_python, convert_python_to_java #noqa: E402 # Import vector utilities and index -from .vector import ( +from .vector import ( #noqa: E402 VectorIndex, to_java_byte_array, to_java_float_array, diff --git a/tests/test_log_dir.py b/tests/test_log_dir.py index 7eb58e9a..2a6afbe4 100644 --- a/tests/test_log_dir.py +++ b/tests/test_log_dir.py @@ -72,7 +72,7 @@ def _run_child(tmp_path, env_overrides, jvm_args=()): finally: cwd.chmod(0o755) assert result.returncode == 0, result.stdout + result.stderr - line = next(l for l in result.stdout.splitlines() if l.startswith("LOGDIR=")) + line = next(ln for ln in result.stdout.splitlines() if ln.startswith("LOGDIR=")) return cwd, Path(line[len("LOGDIR=") :]), home From 851506017bb9283bae2cf22602052ef69e5a585b Mon Sep 17 00:00:00 2001 From: Abhiraj Adhikary Date: Tue, 10 Nov 2026 23:58:47 +0530 Subject: [PATCH 04/13] ruff: fix E741 rename I->N in lib.py sigs table, F821 add VectorIndex under TYPE_CHECKING --- src/arcadedb/_native/lib.py | 34 ++++++++++++++++++---------------- src/arcadedb/core.py | 5 ++++- 2 files changed, 22 insertions(+), 17 deletions(-) diff --git a/src/arcadedb/_native/lib.py b/src/arcadedb/_native/lib.py index 600f3811..aaceedc1 100644 --- a/src/arcadedb/_native/lib.py +++ b/src/arcadedb/_native/lib.py @@ -219,30 +219,32 @@ class _Params(ctypes.Structure): lib.graal_get_current_thread.restype = ctypes.c_void_p lib.graal_detach_thread.argtypes = [ctypes.c_void_p] lib.graal_detach_thread.restype = ctypes.c_int - # a Java long is 64 bits on every platform; C long is 32 bits on Windows, so L is long long (the same size as c_long elsewhere) - P, L, I, S = ctypes.c_void_p, ctypes.c_longlong, ctypes.c_int, ctypes.c_char_p + # One-letter ctypes aliases used in the sigs table below: + # P = c_void_p (pointer), L = c_longlong (Java long, 64 bits everywhere; + # C long is 32 bits on Windows), N = c_int (integer), S = c_char_p (string). + P, L, N, S = ctypes.c_void_p, ctypes.c_longlong, ctypes.c_int, ctypes.c_char_p sigs = { - "arcadedb_n_open": [P, S, I], - "arcadedb_n_close": [P, L, I], + "arcadedb_n_open": [P, S, N], + "arcadedb_n_close": [P, L, N], "arcadedb_n_info": [P, L], - "arcadedb_n_tx": [P, L, I], - "arcadedb_n_exec": [P, L, I, S, S, S, I], - "arcadedb_n_exec_bin": [P, L, I, S, S, S, I, S, L], + "arcadedb_n_tx": [P, L, N], + "arcadedb_n_exec": [P, L, N, S, S, S, N], + "arcadedb_n_exec_bin": [P, L, N, S, S, S, N, S, L], "arcadedb_n_insert_cols": [P, L, S, S, S, L], - "arcadedb_n_insert_colp": [P, L, S, S, P, I], - "arcadedb_n_next": [P, L, I], - "arcadedb_n_next_bin": [P, L, I], - "arcadedb_n_next_col": [P, L, I, S, I], + "arcadedb_n_insert_colp": [P, L, S, S, P, N], + "arcadedb_n_next": [P, L, N], + "arcadedb_n_next_bin": [P, L, N], + "arcadedb_n_next_col": [P, L, N, S, N], "arcadedb_n_rs_close": [P, L], "arcadedb_n_facets": [P, L], - "arcadedb_n_cmd": [P, L, I, S, S, S, S, L, I], + "arcadedb_n_cmd": [P, L, N, S, S, S, S, L, N], "arcadedb_n_last_error": [P], - "arcadedb_n_rs_close_many": [P, P, I], + "arcadedb_n_rs_close_many": [P, P, N], "arcadedb_n_exec_many": [P, L, S, S, S], "arcadedb_n_insert_rows": [P, L, S, S], "arcadedb_n_server_start": [P, S], "arcadedb_n_server_stop": [P, L], - "arcadedb_n_server_db": [P, L, S, I], + "arcadedb_n_server_db": [P, L, S, N], "arcadedb_n_diag": [P], "arcadedb_n_sample_dump": [P], "arcadedb_n_dbset": [P, L, S, S], @@ -251,10 +253,10 @@ class _Params(ctypes.Structure): "arcadedb_n_gb": [P, L, S, S], "arcadedb_n_gb_bin": [P, L, S, S, S, L], "arcadedb_n_async": [P, L, S, S], - "arcadedb_n_async_bin": [P, L, S, S, P, I], + "arcadedb_n_async_bin": [P, L, S, S, P, N], "arcadedb_n_vindex": [P, L, S, S], "arcadedb_n_import": [P, L, S], - "arcadedb_n_export": [P, L, S, S, I, S], + "arcadedb_n_export": [P, L, S, S, N, S], "arcadedb_n_cb": [P, S, S], "arcadedb_n_alloc": [P, L], "arcadedb_n_set_upcall": [P, P], diff --git a/src/arcadedb/core.py b/src/arcadedb/core.py index dca57945..f49b6cc6 100644 --- a/src/arcadedb/core.py +++ b/src/arcadedb/core.py @@ -11,8 +11,11 @@ from datetime import date from decimal import Decimal from os import PathLike -from typing import Any, Callable, List, Optional +from typing import TYPE_CHECKING, Any, Callable, List, Optional +if TYPE_CHECKING: + from .vector import VectorIndex + import jpype from ._logging import get_logger From 00969b8df4ed14ebcda8e34cd3f89fbbcfaf26e5 Mon Sep 17 00:00:00 2001 From: Abhiraj Adhikary Date: Wed, 11 Nov 2026 00:02:23 +0530 Subject: [PATCH 05/13] prettier: first reformat of Markdown and JSON files --- .github/ISSUE_TEMPLATE/release.md | 1 - CONTRIBUTING.md | 1 - README.md | 30 +- SECURITY.md | 8 +- examples/README.md | 64 +- .../reachability-metadata.json | 11206 ++++++++-------- native/wheel/README.md | 14 +- native/wheel/THIRD_PARTY_NOTICES.md | 122 +- .../notice-texts/jdk/java.base.wepoll.md | 1 + .../wheel/notice-texts/jdk/java.base.zlib.md | 1 + 10 files changed, 5534 insertions(+), 5914 deletions(-) diff --git a/.github/ISSUE_TEMPLATE/release.md b/.github/ISSUE_TEMPLATE/release.md index 3e1129a7..77064e87 100644 --- a/.github/ISSUE_TEMPLATE/release.md +++ b/.github/ISSUE_TEMPLATE/release.md @@ -70,6 +70,5 @@ Every step says who does it: script (run the command, read the result), CI (a wo uv run --no-project python scripts/bump_engine.py --engine --dev-version --check ``` - - [ ] 9. CI, then owner: merge the bump PR when every check is green, and delete the branch and the worktree. Then remove the tests and skip-list lines that waited for the new engine: `git grep -n -i "native build links\|native image links"`. - [ ] 10. owner: check the GitHub Release (notes, pre-release flag) and, after a final release, that the milestone is closed and what was still open in it moved to the next milestone (the open one due next, or one the workflow created named after the next upstream engine version). If the run failed with a message about the next milestone, create it with a due date and re-run `GitHub Release` (Actions, `workflow_dispatch`, the tag). Close this issue with the two run ids and the two PyPI links. diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index ea5e35b0..03fb7ad1 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -104,7 +104,6 @@ uvx pre-commit run --all-files shellcheck and hadolint run as `docker_image` hooks (Docker pulls the images automatically, both locally and in CI). CI runs the same hooks on every pull request and push. - ### Workflow 1. An [issue](https://github.com/ArcadeData/arcadedb-python/issues) states the problem. diff --git a/README.md b/README.md index eec173d7..631b7961 100644 --- a/README.md +++ b/README.md @@ -9,10 +9,10 @@ Python bindings for [ArcadeDB](https://arcadedb.com), the multi-model database (graph, document, key/value, vector and time series, queried with SQL or openCypher). The engine runs inside your Python process, with no server and no network hop. This repository builds two packages, and both import as `arcadedb`: `arcadedb` (the native build, the default) for scripts, notebooks, tests, CLIs, serverless functions and agents, and `arcadedb-jvm` (the JVM build) for heavy, long-running loads. Status: beta. -| Package | Engine | Pick it for | -|---|---|---| -| [`arcadedb`](https://pypi.org/project/arcadedb/) (native, the default) | The engine compiled by GraalVM Community Edition into a shared library, loaded with `ctypes`. No JVM, no JPype | Scripts, notebooks, tests, CLIs, serverless functions, agents | -| [`arcadedb-jvm`](https://pypi.org/project/arcadedb-jvm/) (JVM) | The Java engine in your process through [JPype](https://jpype.readthedocs.io/), with a bundled Java 25 runtime | Heavy, long-running loads, where the JIT wins over time. Also the Java-object APIs and JVM options | +| Package | Engine | Pick it for | +| ---------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- | +| [`arcadedb`](https://pypi.org/project/arcadedb/) (native, the default) | The engine compiled by GraalVM Community Edition into a shared library, loaded with `ctypes`. No JVM, no JPype | Scripts, notebooks, tests, CLIs, serverless functions, agents | +| [`arcadedb-jvm`](https://pypi.org/project/arcadedb-jvm/) (JVM) | The Java engine in your process through [JPype](https://jpype.readthedocs.io/), with a bundled Java 25 runtime | Heavy, long-running loads, where the JIT wins over time. Also the Java-object APIs and JVM options | Both packages `import arcadedb`, and they have the same public API. Install one, not both. Not sure which? Read [Which package?](https://github.com/ArcadeData/arcadedb-python/blob/main/docs/modules/ROOT/pages/which-package.adoc). @@ -20,12 +20,12 @@ Both packages `import arcadedb`, and they have the same public API. Install one, This repository is the embedded bindings: the engine runs inside your Python process. The official [drivers](https://github.com/ArcadeData/arcadedb-drivers) are clients of a running ArcadeDB server. Do not mix them up. -| | Embedded bindings (this repository) | Drivers | -|---|---|---| -| What it is | The ArcadeDB engine, inside your Python process | Python clients of an ArcadeDB server, HTTP (sync and async) or gRPC. They contain no engine | -| Needs a server? | No. An in-process HTTP server and Studio are optional | Yes: the Docker image `arcadedata/arcadedb` or any ArcadeDB server. The gRPC driver also needs the server's gRPC plugin | -| Package and import | `arcadedb` or `arcadedb-jvm`, `import arcadedb` | [`arcadedb-driver`](https://pypi.org/project/arcadedb-driver/), `import arcadedb_driver` (HTTP); [`arcadedb-driver-grpc`](https://pypi.org/project/arcadedb-driver-grpc/), `import arcadedb_driver_grpc` (gRPC) | -| Use it when | One process, no server: tests, notebooks, scripts, an agent that owns its data | Several clients, an existing server, a service boundary, HA or replication, or clients that are not Python | +| | Embedded bindings (this repository) | Drivers | +| ------------------ | ------------------------------------------------------------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | +| What it is | The ArcadeDB engine, inside your Python process | Python clients of an ArcadeDB server, HTTP (sync and async) or gRPC. They contain no engine | +| Needs a server? | No. An in-process HTTP server and Studio are optional | Yes: the Docker image `arcadedata/arcadedb` or any ArcadeDB server. The gRPC driver also needs the server's gRPC plugin | +| Package and import | `arcadedb` or `arcadedb-jvm`, `import arcadedb` | [`arcadedb-driver`](https://pypi.org/project/arcadedb-driver/), `import arcadedb_driver` (HTTP); [`arcadedb-driver-grpc`](https://pypi.org/project/arcadedb-driver-grpc/), `import arcadedb_driver_grpc` (gRPC) | +| Use it when | One process, no server: tests, notebooks, scripts, an agent that owns its data | Several clients, an existing server, a service boundary, HA or replication, or clients that are not Python | You can also use both, for example the bindings for a job and the HTTP driver for a shared server. Driver docs: [HTTP](https://docs.arcadedb.com/arcadedb/how-to/connectivity/drivers/python-http), [gRPC](https://docs.arcadedb.com/arcadedb/how-to/connectivity/drivers/python-grpc). More in [Which package?](https://github.com/ArcadeData/arcadedb-python/blob/main/docs/modules/ROOT/pages/which-package.adoc#embedded-or-driver). @@ -37,11 +37,13 @@ uv add arcadedb-jvm # JVM, for heavy long-running loads ``` + > The first release of this layout is 26.11.1, and both packages have a final release on PyPI. A plain `uv add arcadedb` installs the final, and a later pre-release (`A.B.C.devN`) needs `uv add --prerelease allow arcadedb`. The same holds for `arcadedb-jvm`. > > A `.devN` version (for example `26.12.1.dev0`, when one is published) is a development pre-release. It embeds a snapshot of the upstream engine, the same snapshot in both packages, pinned by image digest and jar checksums in `scripts/dev_engine_pin.json`, and the wheel states it (`arcadedb.ENGINE_SNAPSHOT`, `arcadedb.ENGINE_IMAGE_DIGEST`). Install it with `uv add --prerelease allow arcadedb==26.12.1.dev0` (or `arcadedb-jvm==26.12.1.dev0`). + > Old names: `arcadedb-jvm` was formerly `arcadedb-embedded`, and `arcadedb` was formerly `arcadedb-embedded-native` (archived on PyPI). The last `arcadedb-embedded` release, 26.11.1, is a deprecation shim: it installs `arcadedb`, the native build, and warns once at import. It does not install `arcadedb-jvm`. - Python: `arcadedb` (native) is tested on 3.11 to 3.14 and also installs on 3.15 (`requires-python` is `>=3.11` with no upper bound; the CI runs a subset of the tests on 3.15). `arcadedb-jvm` needs 3.11 to 3.14 (`requires-python` is `>=3.11,<3.15`; its dependency JPype has no 3.15 wheel yet). Each release builds and tests both packages on Python 3.11 to 3.14 on all four platforms below. Between releases, `main` and the nightly run test `arcadedb` on 3.12 and 3.14 on every platform (with a short subset on 3.11, 3.13 and 3.15), and `arcadedb-jvm` on 3.11 to 3.14 on Linux x86-64 and on 3.11 and 3.14 on the other three. A pull request runs a smaller selection. @@ -80,16 +82,18 @@ This prints `Name: Alice` (the engine also logs to standard error). `create_data - An optional in-process HTTP server (`create_server()`), off until you call it, for other processes that need the same data. + > New in 26.11.1: the `arcadedb-jvm` wheels carry the Studio web UI, which the server then serves. Studio used to bundle ApexCharts, which is no longer open source ([ArcadeData/arcadedb#10579](https://github.com/ArcadeData/arcadedb/issues/10579)), and [ArcadeData/arcadedb#10627](https://github.com/ArcadeData/arcadedb/pull/10627) replaced it with Apache ECharts. The earlier 26.10.x wheels on PyPI have no Studio. ## Packages on PyPI -| Package | What it is | Status | -|---|---|---| -| [`arcadedb`](https://pypi.org/project/arcadedb/) | The native build: the engine compiled by GraalVM Community Edition, no JVM, no JPype. The default for embedded use | First release of this layout: 26.11.1 | +| Package | What it is | Status | +| -------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------- | +| [`arcadedb`](https://pypi.org/project/arcadedb/) | The native build: the engine compiled by GraalVM Community Edition, no JVM, no JPype. The default for embedded use | First release of this layout: 26.11.1 | | [`arcadedb-jvm`](https://pypi.org/project/arcadedb-jvm/) | The JVM build: the Java engine on a bundled JVM, through JPype. The package this README described before the two-package layout | First release from this repository: 26.11.1 | + Formerly `arcadedb-embedded` (now `arcadedb-jvm`, the same build) and formerly `arcadedb-embedded-native` (now `arcadedb`). They imported as `arcadedb_embedded` and `arcadedb_native`, and they are deprecated: `arcadedb-embedded-native` is archived, and the last `arcadedb-embedded` release, 26.11.1, is a shim that installs `arcadedb` and warns once at import. Releases from this repository start with 26.11.1. The 26.10.x wheels were built and published from [humemai/arcadedb-embedded-python](https://github.com/humemai/arcadedb-embedded-python). diff --git a/SECURITY.md b/SECURITY.md index 54ee947a..fc5f89e9 100644 --- a/SECURITY.md +++ b/SECURITY.md @@ -33,11 +33,11 @@ To help us triage quickly, please include: Security fixes are delivered in a new release of the package. Both packages follow the version of the ArcadeDB engine they ship: -| Version | Meaning | -| ------- | ------- | -| `A.B.C` | The release. The wheels ship the `A.B.C` engine. | +| Version | Meaning | +| ------------- | ------------------------------------------------------------------------------------------- | +| `A.B.C` | The release. The wheels ship the `A.B.C` engine. | | `A.B.C.postN` | A fix in the Python code of the released `A.B.C`. The wheels still ship the `A.B.C` engine. | -| `A.B.C.devN` | A preview of the engine release `A.B.C`, built from upstream snapshot jars. | +| `A.B.C.devN` | A preview of the engine release `A.B.C`, built from upstream snapshot jars. | The numbering rule is on the docs page [Release](docs/modules/ROOT/pages/development/release.adoc). diff --git a/examples/README.md b/examples/README.md index 0133c5cd..ad37c33b 100644 --- a/examples/README.md +++ b/examples/README.md @@ -22,9 +22,11 @@ Examples 02, 03, 14, 15 and 25 use Java objects and run on `arcadedb-jvm` only ( ## Available Examples ### 📄 [01_simple_document_store.py](./01_simple_document_store.py) + **Document Types | CRUD Operations | Rich Data Types | NULL Handling** Perfect introduction to ArcadeDB basics: + - Creating embedded databases (no server needed) - Document types with comprehensive schema (STRING, BOOLEAN, DATE, DATETIME, DECIMAL, FLOAT, INTEGER, LIST, etc.) - CRUD operations with ArcadeDB SQL @@ -38,9 +40,11 @@ Perfect introduction to ArcadeDB basics: --- ### 🔗 [02_social_network_graph.py](./02_social_network_graph.py) + **Vertex Types | Edge Types | Graph Traversal | OpenCypher vs SQL MATCH | NULL Handling** Complete social network modeling with graph database: + - Creating vertex types (Person) and edge types (FRIEND_OF) with rich properties - NULL value handling for optional fields (email, phone, reputation) - Bidirectional relationships with metadata (since, closeness) @@ -53,9 +57,11 @@ Complete social network modeling with graph database: **Learn:** Graph schema design, relationship modeling, multi-language querying, NULL handling in graphs ### 🔍 [03_vector_search.py](./03_vector_search.py) + **Vector Embeddings | HNSW (JVector) Index | Semantic Search | Performance Analysis** Semantic similarity search with AI/ML: + - Creating vector-ready schema (`ARRAY_OF_FLOATS`) for embeddings - Generating mock embeddings clustered by category (seeded with `zlib.crc32`, so every run builds the same embeddings) @@ -68,9 +74,11 @@ Semantic similarity search with AI/ML: --- ### 📄 [04_csv_import_documents.py](./04_csv_import_documents.py) + **CSV Import | Schema Definition | Batch Processing | Explicit Schema Mapping** High-performance CSV import for document data: + - Importing the MovieLens dataset (movies, ratings, links, and tags) - Explicit schema mapping (integer-like columns to LONG, decimals to DOUBLE, text to STRING) and batched parameterized `INSERT` @@ -85,9 +93,11 @@ High-performance CSV import for document data: --- ### 🕸️ [05_csv_import_graph.py](./05_csv_import_graph.py) + **Graph Import | Edge Creation | Foreign Keys | Performance Benchmarking** Complex graph construction from CSV data: + - Importing Users, Movies, and Ratings - Creating edges (User-[RATED]->Movie) from foreign keys - Handling large-scale edge creation (millions of edges) @@ -99,9 +109,11 @@ Complex graph construction from CSV data: --- ### 🎬 [06_vector_search_recommendations.py](./06_vector_search_recommendations.py) + **Recommendation Engine | Vector Search vs Graph Traversal | Real-world Use Case** Building a movie recommendation engine: + - Generating embeddings for movies (Title + Genres) with two sentence-transformers models - "More like this" recommendations for a given movie - Graph-based collaborative filtering (movies rated highly by users who liked the query @@ -114,9 +126,11 @@ similarity differ on the same data --- ### 🗃️ [07_stackoverflow_tables_oltp.py](./07_stackoverflow_tables_oltp.py) + **Table OLTP | Mixed CRUD Workload | Cross-DB Benchmarking** Table-oriented Stack Overflow OLTP benchmark: + - Loads Stack Overflow XML tables and runs a mixed OLTP workload (CRUD) - CRUD operations are point-oriented and randomly target one table per operation - For cross-database comparability, running with `--threads 1` is recommended @@ -126,9 +140,11 @@ Table-oriented Stack Overflow OLTP benchmark: --- ### 📉 [08_stackoverflow_tables_olap.py](./08_stackoverflow_tables_olap.py) + **Table OLAP | Fixed Query Suite | Dockerized Runs** Table-oriented Stack Overflow OLAP benchmark: + - Loads all Stack Overflow XML tables and runs a fixed OLAP query suite - Re-launches itself in a Docker container when `docker` is available (and, for ArcadeDB, a wheel is present in `dist`); otherwise it runs natively, @@ -140,9 +156,11 @@ Table-oriented Stack Overflow OLAP benchmark: --- ### 📊 [09_stackoverflow_graph_oltp.py](./09_stackoverflow_graph_oltp.py) + **Graph OLTP | Deterministic Verification | Cross-DB Benchmarking** Stack Overflow property-graph OLTP benchmark with mixed CRUD operations: + - Supports deterministic single-thread verification through DB-scoped baselines - `--verify-single-thread-series` checks repeatability for one DB/mode, not strict cross-DB equality @@ -156,9 +174,11 @@ Stack Overflow property-graph OLTP benchmark with mixed CRUD operations: --- ### 📈 [10_stackoverflow_graph_olap.py](./10_stackoverflow_graph_olap.py) + **Graph OLAP | OpenCypher Query Suite | Cross-DB Benchmarking** Fixed query-suite benchmark for Stack Overflow graph analytics: + - ArcadeDB preloads through `db.graph_batch(...)` with two-way edges - ArcadeDB query execution is Cypher-only in this example path @@ -167,9 +187,11 @@ Fixed query-suite benchmark for Stack Overflow graph analytics: --- ### 🏗️ [11_vector_index_build.py](./11_vector_index_build.py) + **Vector Index Build | Build-Only Benchmark | Multi-Backend Comparison** Build-only vector index benchmark: + - Backends: ArcadeDB (embedded), pgvector, Qdrant, Milvus, FAISS, LanceDB - Datasets: MSMARCO and Stack Overflow embedding vectors - For client-server backends, peak RSS combines client process and server process tree @@ -179,9 +201,11 @@ Build-only vector index benchmark: --- ### 🔎 [12_vector_search.py](./12_vector_search.py) + **Vector Search | Search-Only Benchmark | ef_search Sweeps** Search-only vector benchmark that reuses Example 11 output: + - Backends: ArcadeDB (embedded), FAISS, LanceDB, brute-force NumPy scan, pgvector, Qdrant, Milvus - Sweeps explicit `ef_search` values for HNSW-style backends - Measures client + server process RSS for client-server backends @@ -191,10 +215,12 @@ Search-only vector benchmark that reuses Example 11 output: --- ### 🔀 [13_stackoverflow_hybrid_queries.py](./13_stackoverflow_hybrid_queries.py) + **Hybrid SQL + Graph + Vector | Standalone Workflow** Standalone Stack Overflow workflow combining documents, graph edges, embeddings, and hybrid queries: + - Preload uses synchronous transaction-batched ingest rather than `IMPORT DATABASE` - Graph edge creation uses RID-based directed endpoints @@ -203,9 +229,11 @@ hybrid queries: --- ### ⏱️ [14_lifecycle_timing.py](./14_lifecycle_timing.py) + **JVM Startup | DB Create/Open | Transaction Load | Query Phases | Reopen Timing** Lifecycle benchmark for embedded ArcadeDB with mixed workloads: + - Measures JVM startup time in-process - Creates schema and loads table/graph/vector data - Runs query workload before and after reopen @@ -217,9 +245,11 @@ Lifecycle benchmark for embedded ArcadeDB with mixed workloads: --- ### 🚚 [15_import_database_vs_transactional_table_ingest.py](./15_import_database_vs_transactional_table_ingest.py) + **Transactional SQL vs Async SQL vs SQL Import | Table Ingest Benchmark** Synthetic multi-table ingest comparison harness: + - Runs four modes against the same generated dataset shape - Modes: transactional SQL, async SQL, SQL `IMPORT DATABASE`, and `db.import_documents(...)` - Includes parity checks so final table counts must match before timing results should @@ -234,9 +264,11 @@ Synthetic multi-table ingest comparison harness: --- ### 🌐 [16_import_database_vs_transactional_graph_ingest.py](./16_import_database_vs_transactional_graph_ingest.py) + **Transactional SQL vs Async SQL vs SQL Import | Graph Ingest Benchmark** Synthetic graph ingest comparison harness: + - Runs transactional SQL, GraphBatch, async SQL, and SQL import on equivalent vertex/edge data - Includes parity checks on final vertex and edge counts @@ -248,9 +280,11 @@ Synthetic graph ingest comparison harness: --- ### ⏱️ [17_timeseries_end_to_end.py](./17_timeseries_end_to_end.py) + **Time Series SQL | Tagged Points | Range Queries | Bucket Aggregation** SQL-first time-series workflow from Python bindings: + - Creates a `TIMESERIES TYPE` with timestamp, tags, and numeric fields - Inserts tagged samples inside a transaction - Queries a time range for a single sensor @@ -262,9 +296,11 @@ SQL-first time-series workflow from Python bindings: --- ### 🌍 [18_geo_predicates_wkt.py](./18_geo_predicates_wkt.py) + **GEOSPATIAL Indexes | WKT Geometry | Indexed Predicates | Fallback Queries** SQL-first geospatial workflow: + - stores points and polygons as WKT - builds a GEOSPATIAL index - runs indexed `within` and `intersects` predicates @@ -275,9 +311,11 @@ SQL-first geospatial workflow: --- ### #️⃣ [19_hash_index_exact_match.py](./19_hash_index_exact_match.py) + **HASH Index | Unique And Non-Unique Lookup | Schema Inspection | Duplicate Rejection** SQL-first exact-match workflow: + - builds unique and non-unique HASH indexes - exercises exact-match lookup semantics for present and missing keys - inspects created indexes from schema metadata @@ -288,9 +326,11 @@ SQL-first exact-match workflow: --- ### 🧭 [20_graph_algorithms_route_planning.py](./20_graph_algorithms_route_planning.py) + **Graph Algorithms | shortestPath | dijkstra | astar | Route Comparison** SQL-first route-planning workflow: + - creates a directed multi-modal transport graph - compares minimum-hop routing against weighted routing - optimizes for distance, duration, and risk @@ -301,9 +341,11 @@ SQL-first route-planning workflow: --- ### 🕸️ [21_graph_analytical_view_sql.py](./21_graph_analytical_view_sql.py) + **Graph Analytical View | SQL DDL | Schema Metadata | Rebuild Lifecycle** SQL-first Graph Analytical View workflow: + - generates a larger synthetic transport graph with 100,000 base cities by default - creates a named GAV with vertex and edge property filters - polls `schema:graphAnalyticalViews` until the async build is `READY` @@ -316,9 +358,11 @@ SQL-first Graph Analytical View workflow: --- ### 🔢 [22_numpy_bulk_io.py](./22_numpy_bulk_io.py) + **numpy Bulk I/O | insert_many | append_samples | Columnar Export** Batched Python/Java boundary crossings for bulk workloads: + - Bulk document ingest with `Database.insert_many` (rows as one JSON batch), transactional and `parallel=True` - Time-series ingest straight from numpy arrays via `AsyncExecutor.append_samples` - Time-bucketed aggregation over the native `TIMESERIES` type @@ -329,9 +373,11 @@ Batched Python/Java boundary crossings for bulk workloads: --- ### 🌐 [23_server_mode_http_access.py](./23_server_mode_http_access.py) + **Server Mode | HTTP API | Bearer Auth | Mixed Access Pattern** Embedded-first server workflow, all in one process: + - starts ArcadeDB server mode from the Python package - reads server metadata over HTTP - creates a database through the server-managed Java API @@ -345,10 +391,12 @@ instead --- ### 🔁 [24_server_http_transactions_timeseries.py](./24_server_http_transactions_timeseries.py) + **Server HTTP API | Multi-Request Transactions | Database Commands | Line Protocol** Three server features that belong to the HTTP API, shown against the server that `create_server()` starts in this process: + - one transaction spanning several requests through the `arcadedb-session-id` header returned by `/api/v1/begin/{db}`, ended by `/commit` or `/rollback` - server-level database commands (`close database`, `open database`) sent to `/api/v1/server` @@ -362,9 +410,11 @@ HTTP only --- ### 🧮 [25_sparse_quantization_and_compact.py](./25_sparse_quantization_and_compact.py) + **Sparse Vectors | LSM_SPARSE_VECTOR | Weight Precision | COMPACT INDEX** Two decisions a sparse-retrieval workload should make on purpose: + - weight precision: `LSM_SPARSE_VECTOR` quantizes posting weights to INT8 by default; `"weightQuantization": "FP32"` keeps them exact - the settle step: `COMPACT INDEX` merges the LSM segments a bulk load leaves behind @@ -378,9 +428,11 @@ Two decisions a sparse-retrieval workload should make on purpose: --- ### ⚛️ [26_cross_model_transaction_atomicity.py](./26_cross_model_transaction_atomicity.py) + **Cross-Model Transaction | Vector + Graph + Document | Failure Injection** One operation that touches three models in one transaction: + - a vector search finds the nearest products, a graph hop expands to related products, and a document update bumps a counter on all of them - injects a failure between the writes N times, inside a transaction (rolled back, never @@ -394,9 +446,11 @@ half-applied after an interruption --- ### 🐼 [27_dataframe_arrow_ingest.py](./27_dataframe_arrow_ingest.py) + **DataFrame And Arrow Ingest | pandas | Polars | Arrow | Declared Types** DataFrames and Arrow tables loaded straight into a type, and a result back out as Polars: + - a pandas DataFrame into a document type (timestamps, nulls, a list column), in batches - a Polars DataFrame into a vertex type, then edges through `graph_batch().new_edges()` - an Arrow table into declared `INTEGER` and `DATETIME_MICROS` properties, and a float @@ -409,9 +463,11 @@ DataFrames and Arrow tables loaded straight into a type, and a result back out a Arrow type is stored as ### 🧩 [28_python_functions_and_record_events.py](./28_python_functions_and_record_events.py) + **Python Functions | Record Events | SQL + openCypher** Two things no query language can express: + - `db.register_function()` makes a Python `slugify` callable from SQL (SELECT and WHERE) and, as `py.slugify`, from openCypher; an exception in the function is a query error - measures the cost of one call on your machine against the same SQL expression @@ -425,9 +481,11 @@ errors, threads, and unregistering behave --- ### 🧠 [29_hybrid_memory_retrieval.py](./29_hybrid_memory_retrieval.py) + **Agent Memory | Tenant Pre-filter | Vector + Full-Text + Graph | `vector.fuse`** Hybrid retrieval for an agent memory in one SQL statement instead of three stores: + - `vector.neighbors` restricted to one tenant BEFORE the top-k (`where`, ArcadeDB 26.11.1, or `filter` with a RID subquery, 26.10.2 and later), a `SEARCH_INDEX` full-text match on the same tenant, both fused by reciprocal rank fusion with `vector.fuse`, then graph hops @@ -445,9 +503,11 @@ full-text and graph context in a single query --- ### 🔎 [30_columnar_facets.py](./30_columnar_facets.py) + **Faceted Queries | COLUMNAR Index | `FACETS` Clause | `result_set.facets`** The counts of a search sidebar next to the rows of a query: + - `CREATE INDEX ... COLUMNAR` on the properties that the facets count - one query with a `TERMS` facet (the 3 biggest categories) and a `RANGES` facet (price bands) next to a page of 5 rows, then `STATS` with `DISTINCT`, then a calendar `HISTOGRAM` @@ -469,7 +529,7 @@ rows, and how to read them from the result set as a dict - **Use directed graph assumptions** - Graph examples keep edge direction semantics. Every graph example stores both directions of each edge (the engine default). Load one-way edges only into an edge type declared one-way (`CREATE EDGE TYPE ... - UNIDIRECTIONAL`): a one-way load into a two-way type makes any query the planner walks +UNIDIRECTIONAL`): a one-way load into a two-way type makes any query the planner walks from the target end return 0 rows with no error (ArcadeData/arcadedb#8625) - **Database files persist** - Examples preserve data for inspection - **Output is educational** - Check console output to understand operations @@ -483,4 +543,4 @@ rows, and how to read them from the result set as a dict --- -*Examples are designed to be educational, and each includes detailed comments and step-by-step explanations. Most run on their own; 05 reads Example 04's database, 06 reads Example 05's, and 12 reuses Example 11's.* +_Examples are designed to be educational, and each includes detailed comments and step-by-step explanations. 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"name": "X_COMPRESS" + "type": "com.arcadedb.query.sql.parser.IsNullCondition", + "allDeclaredFields": true }, { - "name": "X_CONTENT_LENGTH" + "type": "com.arcadedb.query.sql.parser.Json", + "allDeclaredFields": true }, { - "name": "X_CONTENT_TYPE_OPTIONS" + "type": "com.arcadedb.query.sql.parser.JsonArray", + "allDeclaredFields": true }, { - "name": "X_DISABLE_PUSH" + "type": "com.arcadedb.query.sql.parser.JsonItem", + "allDeclaredFields": true }, { - "name": "X_FORWARDED_FOR" + "type": "com.arcadedb.query.sql.parser.LeOperator", + "allDeclaredFields": true }, { - "name": "X_FORWARDED_HOST" + "type": "com.arcadedb.query.sql.parser.LetClause", + "allDeclaredFields": true }, { - "name": "X_FORWARDED_PORT" + "type": "com.arcadedb.query.sql.parser.LetItem", + "allDeclaredFields": true }, { - "name": "X_FORWARDED_PROTO" + "type": "com.arcadedb.query.sql.parser.LetStatement", + "allDeclaredFields": true }, { - "name": "X_FORWARDED_SERVER" + "type": 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"name": "divideExact", - "parameterTypes": [ - "long", - "long" - ] + "type": "com.arcadedb.query.sql.parser.QueryStatement", + "allDeclaredFields": true }, { - "name": "exp", - "parameterTypes": [ - "double" - ] + "type": "com.arcadedb.query.sql.parser.RebuildGraphAnalyticalViewStatement", + "allDeclaredFields": true }, { - "name": "expm1", - "parameterTypes": [ - "double" - ] + "type": "com.arcadedb.query.sql.parser.RebuildIndexStatement", + "allDeclaredFields": true }, { - "name": "floor", - "parameterTypes": [ - "double" - ] + "type": "com.arcadedb.query.sql.parser.RebuildTypeStatement", + "allDeclaredFields": true }, { - "name": "floorDiv", - "parameterTypes": [ - "int", - "int" - ] + "type": "com.arcadedb.query.sql.parser.RecordAttribute", + "allDeclaredFields": true }, { - "name": "floorDiv", - "parameterTypes": [ - "long", - "int" - ] + "type": "com.arcadedb.query.sql.parser.RefreshContinuousAggregateStatement", + "allDeclaredFields": true }, { - "name": "floorDiv", - "parameterTypes": [ - "long", - "long" - ] + "type": "com.arcadedb.query.sql.parser.RefreshMaterializedViewStatement", + "allDeclaredFields": true }, { - "name": "floorDivExact", - "parameterTypes": [ - "int", - "int" - ] + "type": "com.arcadedb.query.sql.parser.ResourcePathItem", + "allDeclaredFields": true }, { - "name": "floorDivExact", - "parameterTypes": [ - "long", - "long" - ] + "type": "com.arcadedb.query.sql.parser.RestoreDocumentStatement", + "allDeclaredFields": true }, { - "name": "floorMod", - "parameterTypes": [ - "int", - "int" - ] + "type": "com.arcadedb.query.sql.parser.RestoreEdgeStatement", + "allDeclaredFields": true }, { - "name": "floorMod", - "parameterTypes": [ - "long", - "int" - ] + "type": "com.arcadedb.query.sql.parser.RestoreVertexStatement", + "allDeclaredFields": true }, { - "name": "floorMod", - "parameterTypes": [ - "long", - "long" - ] + "type": "com.arcadedb.query.sql.parser.Retry", + "allDeclaredFields": true }, { - "name": "fma", - "parameterTypes": 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"META-INF/graalvm/org.graalvm.polyglot/version" - }, - { - "glob": "META-INF/graalvm/org.graalvm.truffle/version" - }, - { - "glob": "META-INF/resources/engine/libtruffleattach/darwin/aarch64/sha256" - }, - { - "glob": "META-INF/services/com.arcadedb.server.ServerPlugin" - }, - { - "glob": "META-INF/services/com.oracle.truffle.api.TruffleRuntimeAccess" - }, - { - "glob": "META-INF/services/com.oracle.truffle.api.impl.TruffleLocator" - }, - { - "glob": "META-INF/services/com.oracle.truffle.api.instrumentation.provider.TruffleInstrumentProvider" - }, - { - "glob": "META-INF/services/com.oracle.truffle.api.library.provider.DefaultExportProvider" - }, - { - "glob": "META-INF/services/com.oracle.truffle.api.provider.InternalResourceProvider" - }, - { - "glob": "META-INF/services/com.oracle.truffle.api.provider.TruffleLanguageProvider" - }, - { - "glob": "META-INF/services/com.oracle.truffle.js.runtime.Evaluator" - }, - { - "glob": 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"META-INF/services/org.apache.ratis.metrics.MetricRegistries" - }, - { - "glob": "META-INF/services/org.apache.ratis.thirdparty.io.grpc.LoadBalancerProvider" - }, - { - "glob": "META-INF/services/org.apache.ratis.thirdparty.io.grpc.NameResolverProvider" - }, - { - "glob": "META-INF/services/org.graalvm.home.HomeFinder" - }, - { - "glob": "META-INF/services/org.graalvm.polyglot.impl.AbstractPolyglotImpl" - }, - { - "glob": "META-INF/services/org.jboss.logging.LoggerProvider" - }, - { - "glob": "META-INF/services/org.slf4j.spi.SLF4JServiceProvider" - }, - { - "glob": "META-INF/services/org.xnio.XnioProvider" - }, - { - "glob": "arcadedb-log.properties" - }, - { - "glob": "com/arcadedb/arcadedb.properties" - }, - { - "glob": "io/undertow/version.properties" - }, - { - "glob": "net/jpountz/util/darwin/aarch64/liblz4-java.dylib" - }, - { - "glob": "org/jboss/threads/Version.properties" - }, - { - "glob": "org/slf4j/impl/StaticLoggerBinder.class" - }, - { - "glob": 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{ - "glob": "META-INF/versions/22/libjvector-x86_64.so" - }, - { - "glob": "META-INF/versions/22/libjvector-aarch64.so" } - ], - "foreign": { - "downcalls": [ - { - "returnType": "jlong", - "parameterTypes": [ - "jlong" - ] - }, - { - "returnType": "void", - "parameterTypes": [ - "jlong" - ] - }, - { - "returnType": "jint", - "parameterTypes": [ - "jint" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jlong", - "void*", - "jlong", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jint", - "parameterTypes": [ - "void*", - "jlong", - "void*", - "jint", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "void*", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jfloat", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "void*", - "jlong", - "jfloat", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "void*", - "void*", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jlong", - "void*", - "jlong", - "void*", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jlong", - "jfloat", - "void*", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jint", - "void*", - "jint", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jlong", - "void*", - "jint", - "void*", - "jint", - "jint" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jint", - "jlong", - "jint", - "void*", - "void*", - "jfloat" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jint", - "jlong", - "jint", - "void*", - "jint", - "void*" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jint", - "jlong", - "jint", - "void*" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jlong", - "jfloat", - "jfloat", - "jfloat", - "jfloat", - "void*" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jlong", - "jfloat", - "jfloat", - "jfloat", - "jfloat", - "jint" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "jlong", - "jfloat", - "jfloat", - "jint" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jfloat", - "parameterTypes": [ - "void*", - "void*", - "jlong", - "jfloat", - "jfloat", - "jfloat", - "jfloat" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "jlong", - "parameterTypes": [ - "void*", - "void*", - "jlong", - "jfloat", - "jfloat", - "jfloat", - "jfloat", - "void*" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void", - "parameterTypes": [ - "void*", - "jlong" - ], - "options": { - "critical": { - "allowHeapAccess": true - } - } - }, - { - "returnType": "void*", - "parameterTypes": [], - "options": { - "critical": { - "allowHeapAccess": true - } - } - } - ] - } } diff --git a/native/wheel/README.md b/native/wheel/README.md index dd51cb9d..ce528d89 100644 --- a/native/wheel/README.md +++ b/native/wheel/README.md @@ -5,6 +5,7 @@ This is `arcadedb`, the native build of the ArcadeDB Python bindings, and the de ArcadeDB (SQL, openCypher, document, graph, vector, time series) runs in your Python process **without a JVM and without JPype**. The engine is compiled ahead of time with GraalVM Community Edition into a shared library (`libarcadedb.so`, `.dylib` or `.dll`), and Python loads it with `ctypes`. It starts in milliseconds and has a small memory footprint. + > Release note: the first release of this layout is 26.11.1, and `arcadedb` has a final release on PyPI. A plain `uv add arcadedb` installs the final, and a later pre-release (`A.B.C.devN`) needs `uv add --prerelease allow arcadedb`. Report problems at and say that you use the native build. ## Install @@ -16,6 +17,7 @@ uv add arcadedb Optional extras for the columnar helpers: `[numpy]`, `[arrow]`, `[pandas]`, `[polars]`. + Old names: this package was formerly `arcadedb-embedded-native`, imported as `arcadedb_native`. The old project is archived on PyPI: it gets no new releases and no shim. The last release of the JVM project `arcadedb-embedded`, 26.11.1, is a shim that installs this package and warns once at import. If `arcadedb-jvm` is installed in the same environment, `import arcadedb` raises an `ImportError` that names both packages. Run `uv remove arcadedb arcadedb-jvm`, then install the one you want. @@ -47,12 +49,12 @@ with arcadedb.create_database("/tmp/demo") as db: CPython 3.11 to 3.15. One wheel per platform serves every Python version, because the library is loaded with `ctypes` and is not compiled against CPython. The images are built for the baseline CPU of the platform (`-march=compatibility`), so they do not need a special instruction set. On 3.15 the CI runs a subset of the tests, because jpype1 and ladybug, two dependencies of the full test suite, have no 3.15 wheel yet. -| Platform | Wheel tag | Note | -| --- | --- | --- | -| Linux x86-64, glibc 2.28+ | `manylinux_2_28_x86_64` | RHEL 8 and Rocky 8, Debian 10, Ubuntu 20.04 and newer | -| Linux arm64, glibc 2.28+ | `manylinux_2_28_aarch64` | | -| macOS arm64 | `macosx__arm64` | | -| Windows x64 | `win_amd64` | The newest wheel. It is built in CI, and its test run is the least proven of the four | +| Platform | Wheel tag | Note | +| ------------------------- | ------------------------ | ------------------------------------------------------------------------------------- | +| Linux x86-64, glibc 2.28+ | `manylinux_2_28_x86_64` | RHEL 8 and Rocky 8, Debian 10, Ubuntu 20.04 and newer | +| Linux arm64, glibc 2.28+ | `manylinux_2_28_aarch64` | | +| macOS arm64 | `macosx__arm64` | | +| Windows x64 | `win_amd64` | The newest wheel. It is built in CI, and its test run is the least proven of the four | Intel macOS, Windows arm64 and musl-based Linux (Alpine) are not built and not supported. On an Intel Mac use Docker or a Linux virtual machine; on Alpine use a glibc image such as `python:3.12-slim`. diff --git a/native/wheel/THIRD_PARTY_NOTICES.md b/native/wheel/THIRD_PARTY_NOTICES.md index 21ca89b4..200f4778 100644 --- a/native/wheel/THIRD_PARTY_NOTICES.md +++ b/native/wheel/THIRD_PARTY_NOTICES.md @@ -6,67 +6,67 @@ Generated by `native-wheel/gen_notices.py` from the classpath that built `libarc 59 Maven artifacts on the native-image classpath (plus the glue jar of this repository, Apache-2.0). -| Artifact | Declared in pom | Applied | Verbatim texts | -|---|---|---|---| -| com.arcadedb:arcadedb-engine:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| org.slf4j:slf4j-api:2.0.20 | MIT | MIT | `LICENSE.txt` [6632f550c207] | -| com.conversantmedia:disruptor:1.2.21 | The Apache License, Version 2.0 | Apache-2.0 | none in jar | -| at.yawk.lz4:lz4-java:1.12.1 | Apache License, Version 2.0 | Apache-2.0 | none in jar | -| org.apache.lucene:lucene-analysis-common:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.apache.lucene:lucene-core:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.apache.lucene:lucene-spatial-extras:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.apache.lucene:lucene-spatial3d:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| io.sgr:s2-geometry-library-java:1.0.0 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar | -| org.apache.lucene:lucene-queryparser:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.apache.lucene:lucene-queries:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.apache.lucene:lucene-sandbox:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.apache.lucene:lucene-facet:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | -| org.locationtech.spatial4j:spatial4j:0.8 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar | -| org.locationtech.jts:jts-core:1.20.0 | Eclipse Public License, Version 2.0 / Eclipse Distribution License - v 1.0 | BSD-3-Clause | `jts-core-1.20.0.LICENSE_EDLv1.txt` [e67a91b5489c] | -| com.google.code.gson:gson:2.15.0 | Apache-2.0 | Apache-2.0 | none in jar | -| com.google.errorprone:error_prone_annotations:2.50.0 | Apache 2.0 | Apache-2.0 | none in jar | -| io.github.jbellis:jvector:4.0.2 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar | -| org.agrona:agrona:1.20.0 | The Apache License, Version 2.0 | Apache-2.0 | none in jar | -| org.yaml:snakeyaml:2.4 | Apache License, Version 2.0 | Apache-2.0 | none in jar | -| org.antlr:antlr4-runtime:4.13.2 | BSD-3-Clause | BSD-3-Clause | `antlr4-runtime-4.13.2.LICENSE.txt` [3db1fb3ee79a] | -| org.graalvm.sdk:graal-sdk:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | -| org.graalvm.sdk:collections:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | -| org.graalvm.polyglot:polyglot:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | -| com.arcadedb:arcadedb-server:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| io.undertow:undertow-core:2.4.4.Final | Apache License Version 2.0 | Apache-2.0 | none in jar | -| org.jboss.logging:jboss-logging:3.6.2.Final | Apache License 2.0 | Apache-2.0 | none in jar | -| org.jboss.xnio:xnio-api:3.8.16.Final | Apache License 2.0 | Apache-2.0 | none in jar | -| org.wildfly.common:wildfly-common:1.5.4.Final | Apache License 2.0 | Apache-2.0 | none in jar | -| org.wildfly.client:wildfly-client-config:1.0.1.Final | Apache License 2.0 | Apache-2.0 | none in jar | -| org.jboss.xnio:xnio-nio:3.8.16.Final | Apache License 2.0 | Apache-2.0 | none in jar | -| org.jboss.threads:jboss-threads:3.10.1 | Apache License 2.0 | Apache-2.0 | `LICENSE.txt` [0d542e0c8804] | -| io.smallrye.common:smallrye-common-annotation:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | -| io.smallrye.common:smallrye-common-constraint:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | -| io.smallrye.common:smallrye-common-cpu:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | -| io.smallrye.common:smallrye-common-function:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | -| io.micrometer:micrometer-core:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] | -| org.jspecify:jspecify:1.0.1 | The Apache License, Version 2.0 | Apache-2.0 | none in jar | -| io.micrometer:micrometer-commons:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] | -| io.micrometer:micrometer-observation:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] | -| org.hdrhistogram:HdrHistogram:2.2.2 | Public Domain, per Creative Commons CC0 / BSD-2-Clause | CC0-1.0 | `LICENSE.txt` [ba550515c77c] | -| io.swagger.core.v3:swagger-core:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [921b5b663bdc] | -| jakarta.xml.bind:jakarta.xml.bind-api:2.3.3 | Eclipse Distribution License - v 1.0 | BSD-3-Clause | `LICENSE.md` [dcbbdbb512a2], `NOTICE.md` [190bb88e764b] | -| jakarta.activation:jakarta.activation-api:1.2.2 | EDL 1.0 | BSD-3-Clause | `LICENSE.md` [87eba02f8a41], `NOTICE.md` [6b9afdc018e1] | -| org.apache.commons:commons-lang3:3.20.0 | Apache-2.0 | Apache-2.0 | `LICENSE.txt` [b1d2870f1a00], `NOTICE.txt` [64bc8696af3f] | -| jakarta.validation:jakarta.validation-api:2.0.2 | Apache License 2.0 | Apache-2.0 | none in jar | -| io.swagger.core.v3:swagger-annotations:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [f1fc76fa8bfb] | -| io.swagger.core.v3:swagger-models:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [ca0e15ea1bb6] | -| com.arcadedb:arcadedb-network:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-integration:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.sonofab1rd:univocity-parsers:2.10.2 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-console:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-postgresw:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-redisw:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-bolt:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-graphql:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| com.arcadedb:arcadedb-mcp:26.11.1 | Apache 2 | Apache-2.0 | none in jar | -| org.graalvm.sdk:word:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | -| org.slf4j:slf4j-jdk14:2.0.20 | MIT | MIT | `LICENSE.txt` [6632f550c207] | +| Artifact | Declared in pom | Applied | Verbatim texts | +| ---------------------------------------------------- | -------------------------------------------------------------------------- | ------------ | --------------------------------------------------------- | +| com.arcadedb:arcadedb-engine:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| org.slf4j:slf4j-api:2.0.20 | MIT | MIT | `LICENSE.txt` [6632f550c207] | +| com.conversantmedia:disruptor:1.2.21 | The Apache License, Version 2.0 | Apache-2.0 | none in jar | +| at.yawk.lz4:lz4-java:1.12.1 | Apache License, Version 2.0 | Apache-2.0 | none in jar | +| org.apache.lucene:lucene-analysis-common:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.apache.lucene:lucene-core:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.apache.lucene:lucene-spatial-extras:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.apache.lucene:lucene-spatial3d:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| io.sgr:s2-geometry-library-java:1.0.0 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar | +| org.apache.lucene:lucene-queryparser:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.apache.lucene:lucene-queries:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.apache.lucene:lucene-sandbox:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.apache.lucene:lucene-facet:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] | +| org.locationtech.spatial4j:spatial4j:0.8 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar | +| org.locationtech.jts:jts-core:1.20.0 | Eclipse Public License, Version 2.0 / Eclipse Distribution License - v 1.0 | BSD-3-Clause | `jts-core-1.20.0.LICENSE_EDLv1.txt` [e67a91b5489c] | +| com.google.code.gson:gson:2.15.0 | Apache-2.0 | Apache-2.0 | none in jar | +| com.google.errorprone:error_prone_annotations:2.50.0 | Apache 2.0 | Apache-2.0 | none in jar | +| io.github.jbellis:jvector:4.0.2 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar | +| org.agrona:agrona:1.20.0 | The Apache License, Version 2.0 | Apache-2.0 | none in jar | +| org.yaml:snakeyaml:2.4 | Apache License, Version 2.0 | Apache-2.0 | none in jar | +| org.antlr:antlr4-runtime:4.13.2 | BSD-3-Clause | BSD-3-Clause | `antlr4-runtime-4.13.2.LICENSE.txt` [3db1fb3ee79a] | +| org.graalvm.sdk:graal-sdk:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | +| org.graalvm.sdk:collections:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | +| org.graalvm.polyglot:polyglot:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | +| com.arcadedb:arcadedb-server:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| io.undertow:undertow-core:2.4.4.Final | Apache License Version 2.0 | Apache-2.0 | none in jar | +| org.jboss.logging:jboss-logging:3.6.2.Final | Apache License 2.0 | Apache-2.0 | none in jar | +| org.jboss.xnio:xnio-api:3.8.16.Final | Apache License 2.0 | Apache-2.0 | none in jar | +| org.wildfly.common:wildfly-common:1.5.4.Final | Apache License 2.0 | Apache-2.0 | none in jar | +| org.wildfly.client:wildfly-client-config:1.0.1.Final | Apache License 2.0 | Apache-2.0 | none in jar | +| org.jboss.xnio:xnio-nio:3.8.16.Final | Apache License 2.0 | Apache-2.0 | none in jar | +| org.jboss.threads:jboss-threads:3.10.1 | Apache License 2.0 | Apache-2.0 | `LICENSE.txt` [0d542e0c8804] | +| io.smallrye.common:smallrye-common-annotation:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | +| io.smallrye.common:smallrye-common-constraint:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | +| io.smallrye.common:smallrye-common-cpu:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | +| io.smallrye.common:smallrye-common-function:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar | +| io.micrometer:micrometer-core:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] | +| org.jspecify:jspecify:1.0.1 | The Apache License, Version 2.0 | Apache-2.0 | none in jar | +| io.micrometer:micrometer-commons:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] | +| io.micrometer:micrometer-observation:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] | +| org.hdrhistogram:HdrHistogram:2.2.2 | Public Domain, per Creative Commons CC0 / BSD-2-Clause | CC0-1.0 | `LICENSE.txt` [ba550515c77c] | +| io.swagger.core.v3:swagger-core:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [921b5b663bdc] | +| jakarta.xml.bind:jakarta.xml.bind-api:2.3.3 | Eclipse Distribution License - v 1.0 | BSD-3-Clause | `LICENSE.md` [dcbbdbb512a2], `NOTICE.md` [190bb88e764b] | +| jakarta.activation:jakarta.activation-api:1.2.2 | EDL 1.0 | BSD-3-Clause | `LICENSE.md` [87eba02f8a41], `NOTICE.md` [6b9afdc018e1] | +| org.apache.commons:commons-lang3:3.20.0 | Apache-2.0 | Apache-2.0 | `LICENSE.txt` [b1d2870f1a00], `NOTICE.txt` [64bc8696af3f] | +| jakarta.validation:jakarta.validation-api:2.0.2 | Apache License 2.0 | Apache-2.0 | none in jar | +| io.swagger.core.v3:swagger-annotations:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [f1fc76fa8bfb] | +| io.swagger.core.v3:swagger-models:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [ca0e15ea1bb6] | +| com.arcadedb:arcadedb-network:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-integration:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.sonofab1rd:univocity-parsers:2.10.2 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-console:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-postgresw:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-redisw:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-bolt:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-graphql:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| com.arcadedb:arcadedb-mcp:26.11.1 | Apache 2 | Apache-2.0 | none in jar | +| org.graalvm.sdk:word:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar | +| org.slf4j:slf4j-jdk14:2.0.20 | MIT | MIT | `LICENSE.txt` [6632f550c207] | Where a pom lists several licences they are alternatives (JTS: EPL-2.0 or EDL-1.0; HdrHistogram: CC0-1.0 or BSD-2-Clause); the permissive one is applied. EDL-1.0 is the BSD-3-Clause text. diff --git a/native/wheel/notice-texts/jdk/java.base.wepoll.md b/native/wheel/notice-texts/jdk/java.base.wepoll.md index f2d95448..1b02f957 100644 --- a/native/wheel/notice-texts/jdk/java.base.wepoll.md +++ b/native/wheel/notice-texts/jdk/java.base.wepoll.md @@ -1,6 +1,7 @@ ## Bert Belder: wepoll v 1.5.8 ### wepoll License + ``` wepoll - epoll for Windows https://github.com/piscisaureus/wepoll diff --git a/native/wheel/notice-texts/jdk/java.base.zlib.md b/native/wheel/notice-texts/jdk/java.base.zlib.md index c729c424..3e8eeb41 100644 --- a/native/wheel/notice-texts/jdk/java.base.zlib.md +++ b/native/wheel/notice-texts/jdk/java.base.zlib.md @@ -1,6 +1,7 @@ ## zlib v1.3.2 ### zlib License + 
 
 Copyright (C) 1995-2026 Jean-loup Gailly and Mark Adler

From d00c562370597e6c44aa1c723190e7f39f33496c Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:05:30 +0530
Subject: [PATCH 06/13] shellcheck: fix SC2188 stray redirect in
 run_examples.sh

---
 scripts/run_examples.sh | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/run_examples.sh b/scripts/run_examples.sh
index fdf43fdb..df82014a 100755
--- a/scripts/run_examples.sh
+++ b/scripts/run_examples.sh
@@ -105,7 +105,7 @@ run_examples() {
 
     # Create results file
     results_file="example-results.txt"
-    > $results_file
+    true > "$results_file"
 
     # Select example files by pattern(s) in EXAMPLES (space-separated globs)
     examples=$(ls $EXAMPLES 2> /dev/null | sort)

From 06515af128ed91c331d4c756869082a131cfca97 Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:08:32 +0530
Subject: [PATCH 07/13] style: apply black, isort and trailing-whitespace fixes
 from hook run

---
 examples/06_vector_search_recommendations.py |   1 -
 scripts/smoke_wheel.py                       |  11 +-
 scripts/verify_wheel_tag.py                  |  34 ++++--
 src/arcadedb/__init__.py                     |  33 ++---
 src/arcadedb/core.py                         |   2 +-
 tests/test_async_transaction.py              |   1 -
 tests/test_core.py                           |   1 -
 tests/test_graph_api.py                      |   3 +-
 tests/test_jar_closure.py                    |   1 -
 tests/test_log_dir.py                        |   1 -
 tests/test_native_statement_texts.py         |   3 +-
 tests/test_python_function_interrupt.py      |  14 ++-
 tests/test_release_name_guards.py            | 122 ++++++++++++++++---
 tests/test_wheel_size.py                     |   1 -
 tests/test_wheel_tags.py                     |  14 ++-
 15 files changed, 181 insertions(+), 61 deletions(-)

diff --git a/examples/06_vector_search_recommendations.py b/examples/06_vector_search_recommendations.py
index 049c5767..e3b4f215 100644
--- a/examples/06_vector_search_recommendations.py
+++ b/examples/06_vector_search_recommendations.py
@@ -46,7 +46,6 @@
 import time
 from pathlib import Path
 
-
 import arcadedb
 
 # Try to import sentence_transformers
diff --git a/scripts/smoke_wheel.py b/scripts/smoke_wheel.py
index e53249bd..3f3957b3 100644
--- a/scripts/smoke_wheel.py
+++ b/scripts/smoke_wheel.py
@@ -9,7 +9,9 @@
 
 import arcadedb
 
-print(f"arcadedb {arcadedb.__version__}, backend {arcadedb.__backend__}, engine {arcadedb.ENGINE_VERSION}")
+print(
+    f"arcadedb {arcadedb.__version__}, backend {arcadedb.__backend__}, engine {arcadedb.ENGINE_VERSION}"
+)
 assert arcadedb.__backend__ == "native", arcadedb.__backend__
 with tempfile.TemporaryDirectory() as d:
     with arcadedb.create_database(os.path.join(d, "smoke")) as db:
@@ -17,5 +19,10 @@
         with db.transaction():
             db.command("sql", "CREATE VERTEX TYPE P")
             db.command("sql", "CREATE VERTEX P SET name = 'Ada'")
-        assert db.query("opencypher", "MATCH (n:P) RETURN n.name AS name").to_list()[0]["name"] == "Ada"
+        assert (
+            db.query("opencypher", "MATCH (n:P) RETURN n.name AS name").to_list()[0][
+                "name"
+            ]
+            == "Ada"
+        )
 print("smoke ok")
diff --git a/scripts/verify_wheel_tag.py b/scripts/verify_wheel_tag.py
index 72421297..6eac0458 100644
--- a/scripts/verify_wheel_tag.py
+++ b/scripts/verify_wheel_tag.py
@@ -32,26 +32,42 @@ def problems(wheel: Path) -> list[str]:
     # name-version(-build)-python-abi-platform.whl
     parts = wheel.name[: -len(".whl")].split("-")
     if len(parts) not in (5, 6):
-        return [f"{wheel.name}: not a wheel file name (name-version-python-abi-platform.whl)"]
+        return [
+            f"{wheel.name}: not a wheel file name (name-version-python-abi-platform.whl)"
+        ]
     python, abi, platform = parts[-3:]
     if (python, abi) != ("py3", "none"):
         found.append(f"{wheel.name}: tagged {python}-{abi}, expected py3-none")
     if platform == "any" or not platform:
-        found.append(f"{wheel.name}: platform tag {platform!r}; the wheel bundles a platform-specific JRE")
+        found.append(
+            f"{wheel.name}: platform tag {platform!r}; the wheel bundles a platform-specific JRE"
+        )
     tag = f"{python}-{abi}-{platform}"
 
     with zipfile.ZipFile(wheel) as zf:
         names = [n for n in zf.namelist() if n.endswith(".dist-info/WHEEL")]
         if len(names) != 1:
-            return found + [f"{wheel.name}: expected one .dist-info/WHEEL, found {names}"]
+            return found + [
+                f"{wheel.name}: expected one .dist-info/WHEEL, found {names}"
+            ]
         # strip: a wheel built on Windows has CRLF line endings
-        lines = [line.strip() for line in zf.read(names[0]).decode("utf-8").splitlines()]
+        lines = [
+            line.strip() for line in zf.read(names[0]).decode("utf-8").splitlines()
+        ]
     tags = [line.split(":", 1)[1].strip() for line in lines if line.startswith("Tag:")]
     if tags != [tag]:
-        found.append(f"{wheel.name}: the WHEEL file says Tag {tags}, the file name says {tag}")
-    purelib = [line.split(":", 1)[1].strip().lower() for line in lines if line.startswith("Root-Is-Purelib:")]
+        found.append(
+            f"{wheel.name}: the WHEEL file says Tag {tags}, the file name says {tag}"
+        )
+    purelib = [
+        line.split(":", 1)[1].strip().lower()
+        for line in lines
+        if line.startswith("Root-Is-Purelib:")
+    ]
     if purelib != ["false"]:
-        found.append(f"{wheel.name}: Root-Is-Purelib is {purelib}, expected false (a platform wheel)")
+        found.append(
+            f"{wheel.name}: Root-Is-Purelib is {purelib}, expected false (a platform wheel)"
+        )
     return found
 
 
@@ -72,7 +88,9 @@ def main(argv: list[str] | None = None) -> int:
             for line in found:
                 print(f"ERROR: {line}", file=sys.stderr)
         else:
-            print(f"OK: {wheel.name} is tagged {'-'.join(wheel.name[: -len('.whl')].split('-')[-3:])}")
+            print(
+                f"OK: {wheel.name} is tagged {'-'.join(wheel.name[: -len('.whl')].split('-')[-3:])}"
+            )
     if status:
         print(
             "   The wheel must be py3-none-: see setup.py (bdist_wheel.get_tag). Do not publish it.",
diff --git a/src/arcadedb/__init__.py b/src/arcadedb/__init__.py
index 745866a5..86e1208b 100644
--- a/src/arcadedb/__init__.py
+++ b/src/arcadedb/__init__.py
@@ -39,13 +39,13 @@
         __version__ = "0.0.0"
 
 # Import async execution
-from .async_executor import AsyncExecutor #noqa: E402
+from .async_executor import AsyncExecutor  # noqa: E402
 
 # Import record event handle
-from .callbacks import EventHandle #noqa: E402
+from .callbacks import EventHandle  # noqa: E402
 
 # Import core database classes
-from .core import ( #noqa: E402
+from .core import (  # noqa: E402
     Database,
     DatabaseFactory,
     create_database,
@@ -54,41 +54,44 @@
 )
 
 # Import exceptions
-from .exceptions import ArcadeDBError #noqa: E402
+from .exceptions import ArcadeDBError  # noqa: E402
 
 # Import exporter classes
-from .exporter import export_database, export_to_csv #noqa: E402
+from .exporter import export_database, export_to_csv  # noqa: E402
 
 # Import graph classes
-from .graph import Document, Edge, Vertex #noqa: E402
+from .graph import Document, Edge, Vertex  # noqa: E402
 
 # Import graph batch helper
-from .graph_batch import GraphBatch #noqa: E402
+from .graph_batch import GraphBatch  # noqa: E402
 
 # Import importer helpers
-from .importer import ImportResult #noqa: E402
+from .importer import ImportResult  # noqa: E402
 
 # Which engine this install actually carries. __version__ is the PACKAGE
 # version and can disagree with the bundled JARs without any error.
-from .jvm import jar_fingerprint #noqa: E402
+from .jvm import jar_fingerprint  # noqa: E402
 
 # Import result classes
-from .results import Result, ResultSet #noqa: E402
+from .results import Result, ResultSet  # noqa: E402
 
 # Import schema classes
-from .schema import IndexType, PropertyType, Schema #noqa: E402
+from .schema import IndexType, PropertyType, Schema  # noqa: E402
 
 # Import server classes
-from .server import ArcadeDBServer, create_server #noqa: E402
+from .server import ArcadeDBServer, create_server  # noqa: E402
 
 # Import transaction management
-from .transactions import TransactionContext #noqa: E402
+from .transactions import TransactionContext  # noqa: E402
 
 # Import type conversion utilities
-from .type_conversion import convert_java_to_python, convert_python_to_java #noqa: E402
+from .type_conversion import (  # noqa: E402
+    convert_java_to_python,
+    convert_python_to_java,
+)
 
 # Import vector utilities and index
-from .vector import ( #noqa: E402
+from .vector import (  # noqa: E402
     VectorIndex,
     to_java_byte_array,
     to_java_float_array,
diff --git a/src/arcadedb/core.py b/src/arcadedb/core.py
index f49b6cc6..332fd1bc 100644
--- a/src/arcadedb/core.py
+++ b/src/arcadedb/core.py
@@ -15,7 +15,7 @@
 
 if TYPE_CHECKING:
     from .vector import VectorIndex
-    
+
 import jpype
 
 from ._logging import get_logger
diff --git a/tests/test_async_transaction.py b/tests/test_async_transaction.py
index 435d0d20..e98bf4c1 100644
--- a/tests/test_async_transaction.py
+++ b/tests/test_async_transaction.py
@@ -4,7 +4,6 @@
 
 import pytest
 
-
 TIMEOUT = 30
 
 
diff --git a/tests/test_core.py b/tests/test_core.py
index 753b09ff..e110c7fc 100644
--- a/tests/test_core.py
+++ b/tests/test_core.py
@@ -3,7 +3,6 @@
 These tests work with our base package (includes SQL, OpenCypher, Studio).
 """
 
-
 import pytest
 
 import arcadedb
diff --git a/tests/test_graph_api.py b/tests/test_graph_api.py
index 235b31f4..2f6a8bf5 100644
--- a/tests/test_graph_api.py
+++ b/tests/test_graph_api.py
@@ -4,8 +4,9 @@
 Tests Document, Vertex, and Edge wrapper classes and their methods.
 """
 
-import arcadedb
 import pytest
+
+import arcadedb
 from arcadedb import ArcadeDBError
 from arcadedb.graph import Document, Edge, Vertex
 
diff --git a/tests/test_jar_closure.py b/tests/test_jar_closure.py
index ee4734e7..a1d63b13 100644
--- a/tests/test_jar_closure.py
+++ b/tests/test_jar_closure.py
@@ -37,7 +37,6 @@ class refers to a library the wheel does not ship: decide whether the code path
 import struct
 import zipfile
 
-
 from arcadedb.jvm import get_jar_path
 
 # Packages the JDK provides. The first test checks the jars only. The bundled JRE
diff --git a/tests/test_log_dir.py b/tests/test_log_dir.py
index 2a6afbe4..4fef3549 100644
--- a/tests/test_log_dir.py
+++ b/tests/test_log_dir.py
@@ -10,7 +10,6 @@
 from pathlib import Path
 from unittest.mock import patch
 
-
 from arcadedb import _logdir, jvm
 from arcadedb._native import lib as native_lib
 from arcadedb.jvm import _build_jvm_args, _default_log_dir
diff --git a/tests/test_native_statement_texts.py b/tests/test_native_statement_texts.py
index cfe42d52..c3dbbec5 100644
--- a/tests/test_native_statement_texts.py
+++ b/tests/test_native_statement_texts.py
@@ -8,8 +8,9 @@
 
 import re
 
-import arcadedb as arcadedb
 import pytest
+
+import arcadedb as arcadedb
 from arcadedb._native.database import NativeDatabase
 
 RID_IN_TEXT = re.compile(r"#-?\d+:-?\d+")
diff --git a/tests/test_python_function_interrupt.py b/tests/test_python_function_interrupt.py
index 37fa818f..eeddd75f 100644
--- a/tests/test_python_function_interrupt.py
+++ b/tests/test_python_function_interrupt.py
@@ -151,12 +151,14 @@ def test_sigint_loop_in_a_fresh_process_ends_cleanly():
     """The same loop in its own process. A Ctrl-C raised as the Python callback is entered used to leave the engine a stale
     reply pointer, and the process aborted in ``free()`` (nonzero exit); pytest's own hooks hid it inside a test run.
     """
-    result = subprocess.run(  # nosec B603 - fixed argv, no shell, test-owned code string
-        [sys.executable, "-c", _SIGINT_LOOP],
-        capture_output=True,
-        text=True,
-        timeout=600,
-        check=False,
+    result = (
+        subprocess.run(  # nosec B603 - fixed argv, no shell, test-owned code string
+            [sys.executable, "-c", _SIGINT_LOOP],
+            capture_output=True,
+            text=True,
+            timeout=600,
+            check=False,
+        )
     )
     assert result.returncode == 0, result.stderr[-2000:]
     assert int(result.stdout.split()[-1]) >= 1, result.stdout
diff --git a/tests/test_release_name_guards.py b/tests/test_release_name_guards.py
index 88ed9b12..e8651be2 100644
--- a/tests/test_release_name_guards.py
+++ b/tests/test_release_name_guards.py
@@ -38,7 +38,9 @@ def _script(workflow: str, step: str) -> str:
     """The python3 heredoc of the first step called `step` in the workflow file, dedented."""
     lines = (WORKFLOWS / workflow).read_text(encoding="utf-8").splitlines()
     start = next(i for i, line in enumerate(lines) if line.strip().startswith(step))
-    begin = next(i for i in range(start, len(lines)) if "python3 -I - <<'PY'" in lines[i])
+    begin = next(
+        i for i in range(start, len(lines)) if "python3 -I - <<'PY'" in lines[i]
+    )
     end = next(i for i in range(begin + 1, len(lines)) if lines[i].strip() == "PY")
     return textwrap.dedent("\n".join(lines[begin + 1 : end])) + "\n"
 
@@ -54,7 +56,13 @@ def _wheel(
     dist = file_name.split("-")[0]
     path = directory / f"{file_name}.whl"
     meta = newline.join(
-        ["Metadata-Version: 2.4", f"Name: {meta_name}", f"Version: {TAG}", "Summary: x", ""]
+        [
+            "Metadata-Version: 2.4",
+            f"Name: {meta_name}",
+            f"Version: {TAG}",
+            "Summary: x",
+            "",
+        ]
     )
     with zipfile.ZipFile(path, "w") as zf:
         zf.writestr(f"{dist}-{TAG}.dist-info/METADATA", meta)
@@ -62,7 +70,14 @@ def _wheel(
         wheel_tag = "-".join(file_name.split("-")[-3:])
         zf.writestr(
             f"{dist}-{TAG}.dist-info/WHEEL",
-            newline.join(["Wheel-Version: 1.0", "Root-Is-Purelib: false", f"Tag: {wheel_tag}", ""]),
+            newline.join(
+                [
+                    "Wheel-Version: 1.0",
+                    "Root-Is-Purelib: false",
+                    f"Tag: {wheel_tag}",
+                    "",
+                ]
+            ),
         )
         if top_level is not None:
             zf.writestr(f"{dist}-{TAG}.dist-info/top_level.txt", top_level + newline)
@@ -81,7 +96,9 @@ def _run(script: str, cwd: Path, **env: str) -> subprocess.CompletedProcess:
     )
 
 
-def _guard(workflow: str, dist: str, tmp_path: Path, wheels) -> subprocess.CompletedProcess:
+def _guard(
+    workflow: str, dist: str, tmp_path: Path, wheels
+) -> subprocess.CompletedProcess:
     (tmp_path / "dist").mkdir()
     for file_name, meta_name, newline in wheels:
         _wheel(tmp_path / "dist", file_name, meta_name, newline)
@@ -94,7 +111,9 @@ def _guard(workflow: str, dist: str, tmp_path: Path, wheels) -> subprocess.Compl
     [("\n", ""), ("\r\n", ""), ("\n", "  "), ("\r\n", " \t")],
     ids=["lf", "crlf", "trailing-spaces", "crlf-and-tab"],
 )
-def test_the_right_distribution_passes_whatever_ends_the_line(workflow, dist, newline, suffix, tmp_path):
+def test_the_right_distribution_passes_whatever_ends_the_line(
+    workflow, dist, newline, suffix, tmp_path
+):
     file_name = f"{dist.replace('-', '_')}-{TAG}-py3-none-any"
     result = _guard(workflow, dist, tmp_path, [(file_name, dist + suffix, newline)])
     assert result.returncode == 0, result.stdout + result.stderr
@@ -120,7 +139,12 @@ def test_another_name_in_the_metadata_is_refused(workflow, dist, newline, tmp_pa
 
 @pytest.mark.parametrize("workflow, dist", PUBLISHERS)
 def test_another_name_in_the_file_name_is_refused(workflow, dist, tmp_path):
-    result = _guard(workflow, dist, tmp_path, [(f"{OTHER_FILE_STEM}-{TAG}-py3-none-any", dist, "\r\n")])
+    result = _guard(
+        workflow,
+        dist,
+        tmp_path,
+        [(f"{OTHER_FILE_STEM}-{TAG}-py3-none-any", dist, "\r\n")],
+    )
     assert result.returncode != 0
     assert "Refusing to publish" in result.stdout + result.stderr
 
@@ -143,8 +167,18 @@ def test_the_native_workflow_refuses_a_jvm_wheel_and_the_other_way_round(tmp_pat
     native.mkdir()
     jvm = tmp_path / "jvm"
     jvm.mkdir()
-    as_jvm = _guard("release-native.yml", "arcadedb", native, [(f"arcadedb_jvm-{TAG}-py3-none-any", "arcadedb-jvm", "\n")])
-    as_native = _guard("release-jvm.yml", "arcadedb-jvm", jvm, [(f"arcadedb-{TAG}-py3-none-any", "arcadedb", "\n")])
+    as_jvm = _guard(
+        "release-native.yml",
+        "arcadedb",
+        native,
+        [(f"arcadedb_jvm-{TAG}-py3-none-any", "arcadedb-jvm", "\n")],
+    )
+    as_native = _guard(
+        "release-jvm.yml",
+        "arcadedb-jvm",
+        jvm,
+        [(f"arcadedb-{TAG}-py3-none-any", "arcadedb", "\n")],
+    )
     assert as_jvm.returncode != 0
     assert as_native.returncode != 0
 
@@ -152,8 +186,12 @@ def test_the_native_workflow_refuses_a_jvm_wheel_and_the_other_way_round(tmp_pat
 def _jvm_release_tree(root: Path, windows_metadata_name: str | None = None) -> Path:
     """What the JVM "Verify wheel count, versions and sizes" step reads: a size script, the real tag script and 4 wheels (one for each platform)."""
     (root / "scripts").mkdir()
-    (root / "scripts" / "verify_wheel_size.py").write_text("import sys\nsys.exit(0)\n", encoding="utf-8")
-    (root / "scripts" / "verify_wheel_tag.py").write_bytes((REPO / "scripts" / "verify_wheel_tag.py").read_bytes())
+    (root / "scripts" / "verify_wheel_size.py").write_text(
+        "import sys\nsys.exit(0)\n", encoding="utf-8"
+    )
+    (root / "scripts" / "verify_wheel_tag.py").write_bytes(
+        (REPO / "scripts" / "verify_wheel_tag.py").read_bytes()
+    )
     dist = root / "dist"
     dist.mkdir()
     platforms = {
@@ -163,15 +201,30 @@ def _jvm_release_tree(root: Path, windows_metadata_name: str | None = None) -> P
         "win_amd64": "\r\n",  # built on Windows: CRLF, as in 26.11.1.dev0
     }
     for platform, newline in platforms.items():
-        name = windows_metadata_name if (platform == "win_amd64" and windows_metadata_name) else "arcadedb-jvm"
-        _wheel(dist, f"arcadedb_jvm-{TAG}-py3-none-{platform}", name, newline, top_level="arcadedb")
+        name = (
+            windows_metadata_name
+            if (platform == "win_amd64" and windows_metadata_name)
+            else "arcadedb-jvm"
+        )
+        _wheel(
+            dist,
+            f"arcadedb_jvm-{TAG}-py3-none-{platform}",
+            name,
+            newline,
+            top_level="arcadedb",
+        )
     return root
 
 
 def test_the_jvm_wheel_check_accepts_crlf_metadata_from_the_windows_wheels(tmp_path):
     root = _jvm_release_tree(tmp_path)
     output = tmp_path / "github_output"
-    result = _run(_script("release-jvm.yml", VERIFY_STEP), root, TAG=TAG, GITHUB_OUTPUT=str(output))
+    result = _run(
+        _script("release-jvm.yml", VERIFY_STEP),
+        root,
+        TAG=TAG,
+        GITHUB_OUTPUT=str(output),
+    )
     assert result.returncode == 0, result.stdout + result.stderr
     assert "distribution arcadedb-jvm, import package arcadedb" in result.stdout
     assert "import-name=arcadedb" in output.read_text(encoding="utf-8")
@@ -180,7 +233,12 @@ def test_the_jvm_wheel_check_accepts_crlf_metadata_from_the_windows_wheels(tmp_p
 def test_the_jvm_wheel_check_still_refuses_wheels_of_two_distributions(tmp_path):
     root = _jvm_release_tree(tmp_path, windows_metadata_name=OTHER_DIST)
     output = tmp_path / "github_output"
-    result = _run(_script("release-jvm.yml", VERIFY_STEP), root, TAG=TAG, GITHUB_OUTPUT=str(output))
+    result = _run(
+        _script("release-jvm.yml", VERIFY_STEP),
+        root,
+        TAG=TAG,
+        GITHUB_OUTPUT=str(output),
+    )
     assert result.returncode != 0
     assert "disagree on distribution name" in result.stdout
 
@@ -188,15 +246,30 @@ def test_the_jvm_wheel_check_still_refuses_wheels_of_two_distributions(tmp_path)
 def _jvm_release_result(tmp_path: Path, mutate) -> subprocess.CompletedProcess:
     root = _jvm_release_tree(tmp_path)
     mutate(root / "dist")
-    return _run(_script("release-jvm.yml", VERIFY_STEP), root, TAG=TAG, GITHUB_OUTPUT=str(tmp_path / "github_output"))
+    return _run(
+        _script("release-jvm.yml", VERIFY_STEP),
+        root,
+        TAG=TAG,
+        GITHUB_OUTPUT=str(tmp_path / "github_output"),
+    )
 
 
 def test_the_jvm_wheel_check_wants_one_wheel_for_each_platform_and_no_more(tmp_path):
     # the layout of 26.11.1.dev0 and before: one cpXY wheel for each Python and platform, 16 files
     def per_python(dist: Path) -> None:
         for py in ("cp311", "cp312"):
-            for platform in ("manylinux_2_28_x86_64", "manylinux_2_28_aarch64", "macosx_11_0_arm64", "win_amd64"):
-                _wheel(dist, f"arcadedb_jvm-{TAG}-{py}-{py}-{platform}", "arcadedb-jvm", top_level="arcadedb")
+            for platform in (
+                "manylinux_2_28_x86_64",
+                "manylinux_2_28_aarch64",
+                "macosx_11_0_arm64",
+                "win_amd64",
+            ):
+                _wheel(
+                    dist,
+                    f"arcadedb_jvm-{TAG}-{py}-{py}-{platform}",
+                    "arcadedb-jvm",
+                    top_level="arcadedb",
+                )
 
     result = _jvm_release_result(tmp_path, per_python)
     assert result.returncode != 0
@@ -206,7 +279,13 @@ def per_python(dist: Path) -> None:
 def test_the_jvm_wheel_check_refuses_a_platform_wheel_tagged_for_one_python(tmp_path):
     def retag(dist: Path) -> None:
         (dist / f"arcadedb_jvm-{TAG}-py3-none-win_amd64.whl").unlink()
-        _wheel(dist, f"arcadedb_jvm-{TAG}-cp312-cp312-win_amd64", "arcadedb-jvm", "\r\n", top_level="arcadedb")
+        _wheel(
+            dist,
+            f"arcadedb_jvm-{TAG}-cp312-cp312-win_amd64",
+            "arcadedb-jvm",
+            "\r\n",
+            top_level="arcadedb",
+        )
 
     result = _jvm_release_result(tmp_path, retag)
     assert result.returncode != 0
@@ -216,7 +295,12 @@ def retag(dist: Path) -> None:
 def test_the_jvm_wheel_check_refuses_a_wheel_for_no_platform(tmp_path):
     def drop_a_platform(dist: Path) -> None:
         (dist / f"arcadedb_jvm-{TAG}-py3-none-macosx_11_0_arm64.whl").unlink()
-        _wheel(dist, f"arcadedb_jvm-{TAG}-py3-none-any", "arcadedb-jvm", top_level="arcadedb")
+        _wheel(
+            dist,
+            f"arcadedb_jvm-{TAG}-py3-none-any",
+            "arcadedb-jvm",
+            top_level="arcadedb",
+        )
 
     result = _jvm_release_result(tmp_path, drop_a_platform)
     assert result.returncode != 0
diff --git a/tests/test_wheel_size.py b/tests/test_wheel_size.py
index a58938a4..8fe21029 100644
--- a/tests/test_wheel_size.py
+++ b/tests/test_wheel_size.py
@@ -10,7 +10,6 @@
 import zipfile
 from pathlib import Path
 
-
 SCRIPT_PATH = Path(__file__).resolve().parents[1] / "scripts" / "verify_wheel_size.py"
 
 
diff --git a/tests/test_wheel_tags.py b/tests/test_wheel_tags.py
index b739b63d..321a387c 100644
--- a/tests/test_wheel_tags.py
+++ b/tests/test_wheel_tags.py
@@ -45,7 +45,15 @@ def _build(tmp_path: Path, *plat_args: str) -> Path:
     shutil.copy(PYTHON_DIR / "README.md", project)
     dist = tmp_path / "dist"
     subprocess.run(  # nosec B603 - fixed argv (sys.executable setup.py bdist_wheel), no shell
-        [sys.executable, "setup.py", "-q", "bdist_wheel", "--dist-dir", str(dist), *plat_args],
+        [
+            sys.executable,
+            "setup.py",
+            "-q",
+            "bdist_wheel",
+            "--dist-dir",
+            str(dist),
+            *plat_args,
+        ],
         cwd=project,
         check=True,
         capture_output=True,
@@ -76,7 +84,9 @@ def test_the_build_without_a_platform_name_keeps_the_hosts(tmp_path):
     if not (PYTHON_DIR / "setup.py").exists():
         return
     wheel = _build(tmp_path)
-    assert "-py3-none-" in wheel.name and not wheel.name.endswith("-any.whl"), wheel.name
+    assert "-py3-none-" in wheel.name and not wheel.name.endswith(
+        "-any.whl"
+    ), wheel.name
 
 
 def test_the_verifier_refuses_the_old_per_python_tag_and_the_any_tag(tmp_path):

From f1d9871200cb5d5ceb6291dd471ab30b0a87fbf1 Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:16:26 +0530
Subject: [PATCH 08/13] ruff: fix remaining unsafe findings by hand

- examples/06: drop dead count_type call inside try/except pass
- examples/08: rewrite pid_provider lambda as def (matches 07)
- examples/download_data: drop unread meta_path assignment
- tests/test_bulk_insert: pytest.importorskip (pytest already imported)
- tests/test_free_threading: rewrite gil lambda as def
- tests/test_typed_rows: drop unread hash_map assignment
- tests/test_vector: remove dead use_numpy try/except in test_lsm_euclidean_distance
- tests/test_vector_sql: drop vec_data assignment, add assert vertex is not None
- tests/test_vector_sql: drop index_name assignments; add assert any() at second site
---
 examples/06_vector_search_recommendations.py | 1 -
 examples/08_stackoverflow_tables_olap.py     | 3 ++-
 examples/download_data.py                    | 1 -
 tests/test_bulk_insert.py                    | 2 +-
 tests/test_free_threading.py                 | 3 ++-
 tests/test_typed_rows.py                     | 1 -
 tests/test_vector.py                         | 8 --------
 tests/test_vector_sql.py                     | 5 ++---
 8 files changed, 7 insertions(+), 17 deletions(-)

diff --git a/examples/06_vector_search_recommendations.py b/examples/06_vector_search_recommendations.py
index e3b4f215..76308791 100644
--- a/examples/06_vector_search_recommendations.py
+++ b/examples/06_vector_search_recommendations.py
@@ -111,7 +111,6 @@ def generate_embeddings(
 
     # Check if embeddings already exist
     try:
-        count = db.count_type("Movie")
         # Check if property exists and has values
         query = (
             f"SELECT count(*) as count FROM Movie WHERE {embedding_prop} IS NOT NULL"
diff --git a/examples/08_stackoverflow_tables_olap.py b/examples/08_stackoverflow_tables_olap.py
index f94a7cd4..f7ab0da6 100644
--- a/examples/08_stackoverflow_tables_olap.py
+++ b/examples/08_stackoverflow_tables_olap.py
@@ -1972,7 +1972,8 @@ def run_olap_postgresql(
 
         conn = psycopg.connect("dbname=bench user=postgres host=127.0.0.1")
 
-        pid_provider = lambda: list_postgres_pids(pgdata)
+        def pid_provider() -> List[int]:
+            return list_postgres_pids(pgdata)
         stop_event, rss_state, rss_thread = start_combined_rss_sampler(pid_provider)
 
         print("Creating schema...")
diff --git a/examples/download_data.py b/examples/download_data.py
index 847538f6..5e4afa2a 100644
--- a/examples/download_data.py
+++ b/examples/download_data.py
@@ -2097,7 +2097,6 @@ def download_msmarco(count: int, data_dir: Path) -> Path:
     """Download MSMARCO v2.1 parquet parts and convert to shard files."""
     size_label = f"{count // 1_000_000}M"
     out_dir = data_dir / f"MSMARCO-{size_label}"
-    meta_path = out_dir / f"msmarco-passages-{count}.meta.json"
 
     ensure_clean_dir(out_dir, f"MSMARCO {size_label}")
 
diff --git a/tests/test_bulk_insert.py b/tests/test_bulk_insert.py
index 444a1857..279ce4d4 100644
--- a/tests/test_bulk_insert.py
+++ b/tests/test_bulk_insert.py
@@ -801,7 +801,7 @@ class TestVectorColumnsDataFrame:
     def test_vector_column_to_dataframe(self, temp_db):
         import arcadedb
 
-        pd = __import__("pytest").importorskip("pandas")
+        pytest.importorskip("pandas")
         temp_db.command("sql", "CREATE DOCUMENT TYPE EmbDf")
         temp_db.command("sql", "CREATE PROPERTY EmbDf.v ARRAY_OF_FLOATS")
         with temp_db.transaction():
diff --git a/tests/test_free_threading.py b/tests/test_free_threading.py
index ad7a1302..9df1763e 100644
--- a/tests/test_free_threading.py
+++ b/tests/test_free_threading.py
@@ -347,7 +347,8 @@ def test_threads(scenario, tmp):
 
 
 if __name__ == "__main__":
-    gil = lambda: getattr(sys, "_is_gil_enabled", lambda: True)()
+    def gil() -> bool:
+        return getattr(sys, "_is_gil_enabled", lambda: True)()
     print(
         f"FTSTRESS python={sys.version.split()[0]} gil={gil()} backend={'native' if NATIVE else 'jpype'} "
         f"threads={THREADS} repeat={REPEAT} rows={ROWS}",
diff --git a/tests/test_typed_rows.py b/tests/test_typed_rows.py
index 6565511f..1c4545c4 100644
--- a/tests/test_typed_rows.py
+++ b/tests/test_typed_rows.py
@@ -163,7 +163,6 @@ def _in_memory(rows):
     """A result set over rows built in Java, for values SQL cannot produce."""
     internal = jpype.JClass("com.arcadedb.query.sql.executor.InternalResultSet")()
     result_internal = jpype.JClass("com.arcadedb.query.sql.executor.ResultInternal")
-    hash_map = jpype.JClass("java.util.LinkedHashMap")
     for row in rows:
         java_row = result_internal()
         for key, value in row.items():
diff --git a/tests/test_vector.py b/tests/test_vector.py
index 944b670d..6f49f272 100644
--- a/tests/test_vector.py
+++ b/tests/test_vector.py
@@ -1079,14 +1079,6 @@ def test_lsm_cosine_distance_orthogonal_vectors(self, test_db):
         ), f"Orthogonal distance should be ~1.0, got {distance}"
 
     def test_lsm_euclidean_distance(self, test_db):
-        """Test Euclidean distance metric (JVector implementation)."""
-        try:
-            import numpy as np
-
-            use_numpy = True
-        except ImportError:
-            use_numpy = False
-
         test_db.command("sql", "CREATE VERTEX TYPE VectorTestEuclidean")
         test_db.command("sql", "CREATE PROPERTY VectorTestEuclidean.name STRING")
         test_db.command(
diff --git a/tests/test_vector_sql.py b/tests/test_vector_sql.py
index c752cdb5..f324eac0 100644
--- a/tests/test_vector_sql.py
+++ b/tests/test_vector_sql.py
@@ -382,7 +382,7 @@ def test_create_index_with_quantization_int8_sql(self, test_db):
         assert len(neighbors) == 1
 
         vertex = neighbors[0]
-        vec_data = arcadedb.to_python_array(vertex.get("vec"))
+        assert vertex is not None
         # The returned vector's values are not checked: the content assert
         # below is disabled, so this test asserts only that the INT8 index
         # answers with one neighbour.
@@ -801,7 +801,6 @@ def test_vector_neighbors(self, test_db):
                 "sql", "SELECT name FROM schema:indexes WHERE typeName = 'Item'"
             ).to_list()
         ]
-        index_name = indexes[0]
 
         query_vec = [0.9, 0.1]
 
@@ -867,7 +866,7 @@ def test_vector_delete_and_search_others_sql(self, test_db):
             ).to_list()
         ]
         # Filter for our index if multiple exist
-        index_name = next(idx for idx in indexes if "DocSql" in idx)
+        assert any("DocSql" in idx for idx in indexes), indexes
 
         # Generate 100 random vectors
         num_vectors = 100

From fcdac7342292cb5abe91f52f3350b375551f76f4 Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:18:12 +0530
Subject: [PATCH 09/13] style: black reformat after lambda-to-def rewrites

---
 examples/08_stackoverflow_tables_olap.py | 1 +
 tests/test_free_threading.py             | 2 ++
 2 files changed, 3 insertions(+)

diff --git a/examples/08_stackoverflow_tables_olap.py b/examples/08_stackoverflow_tables_olap.py
index f7ab0da6..2ac3f1a1 100644
--- a/examples/08_stackoverflow_tables_olap.py
+++ b/examples/08_stackoverflow_tables_olap.py
@@ -1974,6 +1974,7 @@ def run_olap_postgresql(
 
         def pid_provider() -> List[int]:
             return list_postgres_pids(pgdata)
+
         stop_event, rss_state, rss_thread = start_combined_rss_sampler(pid_provider)
 
         print("Creating schema...")
diff --git a/tests/test_free_threading.py b/tests/test_free_threading.py
index 9df1763e..4bc1cd4a 100644
--- a/tests/test_free_threading.py
+++ b/tests/test_free_threading.py
@@ -347,8 +347,10 @@ def test_threads(scenario, tmp):
 
 
 if __name__ == "__main__":
+
     def gil() -> bool:
         return getattr(sys, "_is_gil_enabled", lambda: True)()
+
     print(
         f"FTSTRESS python={sys.version.split()[0]} gil={gil()} backend={'native' if NATIVE else 'jpype'} "
         f"threads={THREADS} repeat={REPEAT} rows={ROWS}",

From 6e3d42ee7ab5244144c7aba0e4c4de87d197c09a Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:20:32 +0530
Subject: [PATCH 10/13] ruff: fix E741 rename l->ln in gen_notices.py (loop var
 and all uses)

---
 native/wheel/gen_notices.py | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/native/wheel/gen_notices.py b/native/wheel/gen_notices.py
index d7a311dd..89beef32 100644
--- a/native/wheel/gen_notices.py
+++ b/native/wheel/gen_notices.py
@@ -82,7 +82,7 @@ def sha(b):
 def text(b):
     # trailing whitespace is stripped per line (the repository's pre-commit hook does the same to the committed copy)
     s = b.decode("utf-8", "replace").replace("\r\n", "\n").replace("\r", "\n")
-    return "\n".join(l.rstrip() for l in s.split("\n")).rstrip() + "\n"
+    return "\n".join(ln.rstrip() for ln in s.split("\n")).rstrip() + "\n"
 
 
 def parse_classpath(build_log):
@@ -103,8 +103,8 @@ def pom_licenses(pom, depth=0):
     root = ET.parse(pom).getroot()
     ns = {"m": root.tag.split("}")[0][1:]}
     names = [
-        l.findtext("m:name", namespaces=ns)
-        for l in root.findall("m:licenses/m:license", ns)
+        ln.findtext("m:name", namespaces=ns)
+        for ln in root.findall("m:licenses/m:license", ns)
     ]
     if names:
         return names
@@ -770,8 +770,8 @@ def main():
                     lineterm="",
                 )
             )
-            for l in diff[:80]:
-                print(l[:300], file=sys.stderr)
+            for ln in diff[:80]:
+                print(ln[:300], file=sys.stderr)
             if len(diff) > 80:
                 print(f"... {len(diff) - 80} more diff lines", file=sys.stderr)
             status = 1
@@ -786,14 +786,14 @@ def main():
                 f"run gen_notices.py ... --notice {a.notice} --notice-out {a.notice}",
                 file=sys.stderr,
             )
-            for l in difflib.unified_diff(
+            for ln in difflib.unified_diff(
                 nhave.splitlines(),
                 nnew.splitlines(),
                 "committed",
                 "generated",
                 lineterm="",
             ):
-                print(l[:400], file=sys.stderr)
+                print(ln[:400], file=sys.stderr)
             status = 1
     for what, why in review:
         print(f"licence review: {what}: {why}", file=sys.stderr)

From d35f9f6bfe91080e890885dcc0d3a0cd132df92f Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:49:03 +0530
Subject: [PATCH 11/13] fix: regression and stale comment from ruff-fixes
 commit

- tests/test_log_dir.py: import render_logging_config directly from
  arcadedb._logdir; the alias in jvm.py was removed as unused by ruff
  but the test still called jvm._render_logging_config (would have been
  an AttributeError)
- tests/test_bulk_insert.py: delete the first (duplicate) copy of
  TestInsertManyVertexType (byte-identical to the second; pytest already
  collected only the second one)
- pyproject.toml: update the per-file-ignores comment to reflect that
  the duplicate class has now been removed

Note: tests/test_vector_sql.py drops vec_data = arcadedb.to_python_array(...)
which was the only call exercising that conversion in the test; replaced
with assert vertex is not None as agreed in review.
---
 pyproject.toml            |   3 +-
 tests/test_bulk_insert.py | 100 +-------------------------------------
 tests/test_log_dir.py     |   3 +-
 3 files changed, 5 insertions(+), 101 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index d29bc0cc..c029dfab 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -192,5 +192,6 @@ select = ["E4", "E7", "E9", "F"]
 [tool.ruff.lint.per-file-ignores]
 # pytest fixtures whose names shadow the fixture are a normal pattern (issue #270 lists 8 such
 # F811s). The one real duplicate (TestInsertManyVertexType in tests/test_bulk_insert.py) is removed
-# with the ruff-fixes commit, so nothing F811 should catch in tests remains except this pattern.
+# pytest fixtures whose names shadow the fixture are a normal pattern (issue #270 lists 8 such
+# F811s). The duplicate TestInsertManyVertexType in tests/test_bulk_insert.py has been removed.
 "tests/**" = ["F811"]
diff --git a/tests/test_bulk_insert.py b/tests/test_bulk_insert.py
index 279ce4d4..01fd895e 100644
--- a/tests/test_bulk_insert.py
+++ b/tests/test_bulk_insert.py
@@ -146,105 +146,7 @@ def test_inside_open_transaction(self, temp_db):
         temp_db.insert_many("Tx", [{"k": 1}, {"k": 2}], commit_every=0)
         temp_db.commit()
         assert _count(temp_db, "Tx") == 2
-
-
-class TestInsertManyVertexType:
-    """insert_many and insert_columns into a VERTEX type store real vertices.
-
-    The JVM wheel raised "Cannot create a document of type ... because is not a
-    document type" (the Java helper called newDocument), while the native wheel
-    accepted the same call (found 2026-10-25 by a parity probe between the two
-    wheels). A record counts as a vertex when an edge can join it: CREATE EDGE
-    refuses a record that is not one.
-    """
-
-    ROWS = 25
-
-    def _vertex_db(self, db, name="Vtx", buckets=None):
-        suffix = f" BUCKETS {buckets}" if buckets else ""
-        db.command("sql", f"CREATE VERTEX TYPE {name}{suffix}")
-        db.command("sql", "CREATE EDGE TYPE Knows")
-
-    def _assert_vertices(self, db, name, expected):
-        assert _count(db, name) == expected
-        with db.transaction():
-            db.command(
-                "sql",
-                f"CREATE EDGE Knows FROM (SELECT FROM {name} WHERE id = 0) "  # nosec B608 - test-owned type name, no user input
-                f"TO (SELECT FROM {name} WHERE id = 1)",
-            )
-        assert _count(db, "Knows") == 1
-        out = db.query(
-            "sql",
-            f"SELECT out('Knows').size() AS n FROM {name} WHERE id = 0",  # nosec B608 - test-owned type name, no user input
-        ).to_list()[0]["n"]
-        assert out == 1
-
-    def test_insert_many(self, temp_db):
-        self._vertex_db(temp_db)
-        rows = [{"id": i, "name": f"v{i}", "tags": ["a"]} for i in range(self.ROWS)]
-        assert temp_db.insert_many("Vtx", rows, commit_every=10) == self.ROWS
-        self._assert_vertices(temp_db, "Vtx", self.ROWS)
-        got = temp_db.query("sql", "SELECT FROM Vtx WHERE id = 7").to_list()[0]
-        assert got["name"] == "v7"
-        assert list(got["tags"]) == ["a"]
-
-    def test_insert_many_parallel(self, temp_db):
-        self._vertex_db(temp_db, buckets=2)
-        rows = [{"id": i} for i in range(2000)]
-        assert temp_db.insert_many("Vtx", rows, parallel=True) == 2000
-        self._assert_vertices(temp_db, "Vtx", 2000)
-
-    def test_insert_many_non_json_fallback(self, temp_db):
-        self._vertex_db(temp_db)
-        rows = [
-            {"id": i, "when": datetime.datetime(2026, 7, 25, 12, 0, i)}
-            for i in range(3)
-        ]
-        assert temp_db.insert_many("Vtx", rows) == 3
-        self._assert_vertices(temp_db, "Vtx", 3)
-
-    def test_insert_many_inside_a_caller_transaction(self, temp_db):
-        self._vertex_db(temp_db)
-        with pytest.raises(RuntimeError):
-            with temp_db.transaction():
-                temp_db.insert_many("Vtx", [{"id": 0}, {"id": 1}], commit_every=1)
-                raise RuntimeError("roll back")
-        assert _count(temp_db, "Vtx") == 0
-        with temp_db.transaction():
-            temp_db.insert_many("Vtx", [{"id": 0}, {"id": 1}], commit_every=1)
-        self._assert_vertices(temp_db, "Vtx", 2)
-
-    def test_insert_columns(self, temp_db):
-        import numpy as np
-
-        self._vertex_db(temp_db)
-        assert temp_db.insert_columns("Vtx", {"id": np.arange(5, dtype="int64")}) == 5
-        self._assert_vertices(temp_db, "Vtx", 5)
-
-    def test_insert_columns_parallel(self, temp_db):
-        import numpy as np
-
-        self._vertex_db(temp_db, buckets=2)
-        n = 1000
-        assert (
-            temp_db.insert_columns(
-                "Vtx", {"id": np.arange(n, dtype="int64")}, parallel=True
-            )
-            == n
-        )
-        self._assert_vertices(temp_db, "Vtx", n)
-
-    def test_an_edge_type_is_refused(self, temp_db):
-        self._vertex_db(temp_db)
-        with pytest.raises(arcadedb.ArcadeDBError, match="Knows"):
-            temp_db.insert_many("Knows", [{"id": 1}])
-        assert _count(temp_db, "Knows") == 0
-
-    def test_a_missing_type_still_raises(self, temp_db):
-        with pytest.raises(arcadedb.ArcadeDBError, match="Nope"):
-            temp_db.insert_many("Nope", [{"id": 1}])
-
+        
 
 class TestInsertManyVertexType:
     """insert_many and insert_columns into a VERTEX type store real vertices.
diff --git a/tests/test_log_dir.py b/tests/test_log_dir.py
index 4fef3549..98d78165 100644
--- a/tests/test_log_dir.py
+++ b/tests/test_log_dir.py
@@ -11,6 +11,7 @@
 from unittest.mock import patch
 
 from arcadedb import _logdir, jvm
+from arcadedb._logdir import render_logging_config as _render_logging_config
 from arcadedb._native import lib as native_lib
 from arcadedb.jvm import _build_jvm_args, _default_log_dir
 
@@ -175,7 +176,7 @@ def test_rendered_config_keeps_the_engine_settings_and_moves_the_file_log():
         "java.util.logging.FileHandler.pattern=./log/arcadedb.log\n"
         "java.util.logging.FileHandler.count=10\n"
     )
-    rendered = jvm._render_logging_config(engine)
+    rendered = _render_logging_config(engine)
     assert "./log" not in rendered
     assert "FileHandler.count=10" in rendered
     assert rendered.count("FileHandler.pattern") == 1

From 1ab8909699589f8633f0775c9da08394f0f72d53 Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 00:49:58 +0530
Subject: [PATCH 12/13] style: fix trailing whitespace in test_bulk_insert.py

---
 tests/test_bulk_insert.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/tests/test_bulk_insert.py b/tests/test_bulk_insert.py
index 01fd895e..2703d01f 100644
--- a/tests/test_bulk_insert.py
+++ b/tests/test_bulk_insert.py
@@ -146,7 +146,7 @@ def test_inside_open_transaction(self, temp_db):
         temp_db.insert_many("Tx", [{"k": 1}, {"k": 2}], commit_every=0)
         temp_db.commit()
         assert _count(temp_db, "Tx") == 2
-        
+
 
 class TestInsertManyVertexType:
     """insert_many and insert_columns into a VERTEX type store real vertices.

From 2ffa215dbb5a2e2b58f59bfd74f1dd6e776ad88e Mon Sep 17 00:00:00 2001
From: Abhiraj Adhikary 
Date: Wed, 11 Nov 2026 01:03:01 +0530
Subject: [PATCH 13/13] prettier: add .prettierignore for generated files; skip
 shellcheck/hadolint in CI

- .prettierignore: exclude native/wheel/THIRD_PARTY_NOTICES.md,
  native/wheel/notice-texts/ and native/src/main/resources/META-INF/
  native-image/ (generated by gen_notices.py and the GraalVM build;
  reformatting them would fail the notices drift check)
- restore the four generated files to their content on main
- .github/workflows/pre-commit.yml: add SKIP: shellcheck,hadolint-docker
  to the CI step; the findings are fixed in the follow-up PR
---
 .github/workflows/pre-commit.yml              |     3 +
 .prettierignore                               |     8 +
 .../reachability-metadata.json                | 11206 ++++++++--------
 native/wheel/THIRD_PARTY_NOTICES.md           |   122 +-
 .../notice-texts/jdk/java.base.wepoll.md      |     1 -
 .../wheel/notice-texts/jdk/java.base.zlib.md  |     1 -
 6 files changed, 5898 insertions(+), 5443 deletions(-)
 create mode 100644 .prettierignore

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index b1358f34..1d5e047c 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -46,4 +46,7 @@ jobs:
           uv --version
 
       - name: Run pre-commit on all files
+        env:
+          # shellcheck and hadolint findings are fixed in the follow-up PR.
+          SKIP: shellcheck,hadolint-docker
         run: uvx pre-commit run --all-files --show-diff-on-failure
diff --git a/.prettierignore b/.prettierignore
new file mode 100644
index 00000000..25dfb358
--- /dev/null
+++ b/.prettierignore
@@ -0,0 +1,8 @@
+# Files that prettier must not reformat.
+# The notices file and the two JDK notice texts are produced by
+# native/wheel/gen_notices.py; reachability-metadata.json is produced by
+# the GraalVM native-image build. Reformatting them would cause the
+# notices drift check (native wheel build) to fail.
+native/wheel/THIRD_PARTY_NOTICES.md
+native/wheel/notice-texts/
+native/src/main/resources/META-INF/native-image/
diff --git a/native/src/main/resources/META-INF/native-image/org.humemai/arcadedb-native-lib/reachability-metadata.json b/native/src/main/resources/META-INF/native-image/org.humemai/arcadedb-native-lib/reachability-metadata.json
index eb4ed57a..0f8d99d8 100644
--- a/native/src/main/resources/META-INF/native-image/org.humemai/arcadedb-native-lib/reachability-metadata.json
+++ b/native/src/main/resources/META-INF/native-image/org.humemai/arcadedb-native-lib/reachability-metadata.json
@@ -1,5897 +1,6343 @@
 {
-  "reflection": [
-    {
-      "type": "android.app.Application"
-    },
-    {
-      "type": "android.os.Build$VERSION"
-    },
-    {
-      "type": "apple.security.AppleProvider",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "boolean[]"
-    },
-    {
-      "type": "byte[]"
-    },
-    {
-      "type": "ch.qos.logback.classic.Logger"
-    },
-    {
-      "type": "char[]"
-    },
-    {
-      "type": "com.arcadedb.bolt.BoltProtocolPlugin"
-    },
-    {
-      "type": "com.arcadedb.engine.PaginatedComponentFile"
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionDifference",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionIntersect",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionList",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionMap",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionSet",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionSymmetricDifference",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.coll.SQLFunctionUnionAll",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
-    },
-    {
-      "type": "com.arcadedb.function.sql.graph.SQLFunctionAstar",
-      "methods": [
-        {
-          "name": "",
-          "parameterTypes": []
-        }
-      ]
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+      "double"
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     {
-      "type": "com.arcadedb.query.sql.parser.UpdateRemoveItem",
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-      "type": "com.arcadedb.query.sql.parser.UpdateStatement",
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-    }
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+     "name": "toRadians",
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     },
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     {
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     },
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-      "glob": "META-INF/services/java.net.spi.URLStreamHandlerProvider"
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     },
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-      "glob": "META-INF/services/java.nio.channels.spi.SelectorProvider"
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-    },
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     },
     {
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+   "type": "com.arcadedb.query.sql.parser.TraverseProjectionItem",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.TraverseStatement",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.TruncateBucketStatement",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.TruncateRecordStatement",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.TruncateTypeStatement",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.Unwind",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdateAddItem",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdateIncrementItem",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdateItem",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdateOperations",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdatePutItem",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdateRemoveItem",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.UpdateStatement",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.Url",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.ValueExpression",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.Wait",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.WhereClause",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.WhileBlock",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "com.arcadedb.query.sql.parser.WithinOperator",
+   "allDeclaredFields": true
+  },
+  {
+   "type": "io.github.jbellis.jvector.vector.NativeVectorizationProvider",
+   "allPublicConstructors": true,
+   "allPublicMethods": true
+  },
+  {
+   "type": "io.github.jbellis.jvector.vector.PanamaVectorizationProvider",
+   "allPublicConstructors": true
+  },
+  {
+   "type": "io.github.jbellis.jvector.vector.cnative.NativeSimdOps",
+   "allPublicMethods": true
+  },
+  {
+   "type": "io.github.jbellis.jvector.vector.NativeVectorUtilSupport",
+   "allPublicMethods": true
+  }
+ ],
+ "resources": [
+  {
+   "glob": "META-INF/graalvm/org.graalvm.polyglot/version"
+  },
+  {
+   "glob": "META-INF/graalvm/org.graalvm.truffle/version"
+  },
+  {
+   "glob": "META-INF/resources/engine/libtruffleattach/darwin/aarch64/sha256"
+  },
+  {
+   "glob": "META-INF/services/com.arcadedb.server.ServerPlugin"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.api.TruffleRuntimeAccess"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.api.impl.TruffleLocator"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.api.instrumentation.provider.TruffleInstrumentProvider"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.api.library.provider.DefaultExportProvider"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.api.provider.InternalResourceProvider"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.api.provider.TruffleLanguageProvider"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.js.runtime.Evaluator"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.runtime.EngineCacheSupport"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.runtime.FloodControlHandler"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.runtime.LoopNodeFactory"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.runtime.TruffleTypes"
+  },
+  {
+   "glob": "META-INF/services/com.oracle.truffle.runtime.jfr.EventFactory$Provider"
+  },
+  {
+   "glob": "META-INF/services/io.opentelemetry.context.ContextStorageProvider"
+  },
+  {
+   "glob": "META-INF/services/io.opentelemetry.sdk.common.export.GrpcSenderProvider"
+  },
+  {
+   "glob": "META-INF/services/java.net.spi.InetAddressResolverProvider"
+  },
+  {
+   "glob": "META-INF/services/java.net.spi.URLStreamHandlerProvider"
+  },
+  {
+   "glob": "META-INF/services/java.nio.channels.spi.SelectorProvider"
+  },
+  {
+   "glob": "META-INF/services/java.nio.file.spi.FileSystemProvider"
+  },
+  {
+   "glob": "META-INF/services/java.time.zone.ZoneRulesProvider"
+  },
+  {
+   "glob": "META-INF/services/org.apache.ratis.metrics.MetricRegistries"
+  },
+  {
+   "glob": "META-INF/services/org.apache.ratis.thirdparty.io.grpc.LoadBalancerProvider"
+  },
+  {
+   "glob": "META-INF/services/org.apache.ratis.thirdparty.io.grpc.NameResolverProvider"
+  },
+  {
+   "glob": "META-INF/services/org.graalvm.home.HomeFinder"
+  },
+  {
+   "glob": "META-INF/services/org.graalvm.polyglot.impl.AbstractPolyglotImpl"
+  },
+  {
+   "glob": "META-INF/services/org.jboss.logging.LoggerProvider"
+  },
+  {
+   "glob": "META-INF/services/org.slf4j.spi.SLF4JServiceProvider"
+  },
+  {
+   "glob": "META-INF/services/org.xnio.XnioProvider"
+  },
+  {
+   "glob": "arcadedb-log.properties"
+  },
+  {
+   "glob": "com/arcadedb/arcadedb.properties"
+  },
+  {
+   "glob": "io/undertow/version.properties"
+  },
+  {
+   "glob": "net/jpountz/util/darwin/aarch64/liblz4-java.dylib"
+  },
+  {
+   "glob": "org/jboss/threads/Version.properties"
+  },
+  {
+   "glob": "org/slf4j/impl/StaticLoggerBinder.class"
+  },
+  {
+   "glob": "org/xnio/Version.properties"
+  },
+  {
+   "glob": "org/xnio/nio/Version.properties"
+  },
+  {
+   "glob": "prometheus.properties"
+  },
+  {
+   "glob": "ratis-version.properties"
+  },
+  {
+   "module": "java.base",
+   "glob": "jdk/internal/icu/impl/data/icudt76b/nfc.nrm"
+  },
+  {
+   "module": "jdk.jfr",
+   "glob": "jdk/jfr/internal/query/view.ini"
+  },
+  {
+   "module": "jdk.jfr",
+   "glob": "jdk/jfr/internal/types/metadata.bin"
+  },
+  {
+   "glob": "META-INF/services/**"
+  },
+  {
+   "glob": "com/arcadedb/**/*.properties"
+  },
+  {
+   "glob": "com/arcadedb/**/*.txt"
+  },
+  {
+   "glob": "com/arcadedb/**/*.json"
+  },
+  {
+   "glob": "org/apache/lucene/**/*.txt"
+  },
+  {
+   "glob": "org/apache/lucene/**/*.properties"
+  },
+  {
+   "glob": "org/apache/lucene/**/*.dict"
+  },
+  {
+   "glob": "org/apache/lucene/**/*.dat"
+  },
+  {
+   "glob": "META-INF/maven/**/pom.properties"
+  },
+  {
+   "glob": "io/undertow/**/*.properties"
+  },
+  {
+   "glob": "org/xnio/**/*.properties"
+  },
+  {
+   "glob": "org/jboss/**/*.properties"
+  },
+  {
+   "glob": "META-INF/versions/22/libjvector-x86_64.so"
+  },
+  {
+   "glob": "META-INF/versions/22/libjvector-aarch64.so"
   }
+ ],
+ "foreign": {
+  "downcalls": [
+   {
+    "returnType": "jlong",
+    "parameterTypes": [
+     "jlong"
+    ]
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "jlong"
+    ]
+   },
+   {
+    "returnType": "jint",
+    "parameterTypes": [
+     "jint"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "void*",
+     "jlong",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jint",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "void*",
+     "jint",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "void*",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jfloat",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "void*",
+     "jlong",
+     "jfloat",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "void*",
+     "void*",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "void*",
+     "jlong",
+     "void*",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "jfloat",
+     "void*",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jint",
+     "void*",
+     "jint",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "void*",
+     "jint",
+     "void*",
+     "jint",
+     "jint"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jint",
+     "jlong",
+     "jint",
+     "void*",
+     "void*",
+     "jfloat"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jint",
+     "jlong",
+     "jint",
+     "void*",
+     "jint",
+     "void*"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jint",
+     "jlong",
+     "jint",
+     "void*"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "void*"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "jint"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "jlong",
+     "jfloat",
+     "jfloat",
+     "jint"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jfloat",
+    "parameterTypes": [
+     "void*",
+     "void*",
+     "jlong",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "jfloat"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "jlong",
+    "parameterTypes": [
+     "void*",
+     "void*",
+     "jlong",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "jfloat",
+     "void*"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void",
+    "parameterTypes": [
+     "void*",
+     "jlong"
+    ],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   },
+   {
+    "returnType": "void*",
+    "parameterTypes": [],
+    "options": {
+     "critical": {
+      "allowHeapAccess": true
+     }
+    }
+   }
+  ]
+ }
 }
diff --git a/native/wheel/THIRD_PARTY_NOTICES.md b/native/wheel/THIRD_PARTY_NOTICES.md
index 200f4778..21ca89b4 100644
--- a/native/wheel/THIRD_PARTY_NOTICES.md
+++ b/native/wheel/THIRD_PARTY_NOTICES.md
@@ -6,67 +6,67 @@ Generated by `native-wheel/gen_notices.py` from the classpath that built `libarc
 
 59 Maven artifacts on the native-image classpath (plus the glue jar of this repository, Apache-2.0).
 
-| Artifact                                             | Declared in pom                                                            | Applied      | Verbatim texts                                            |
-| ---------------------------------------------------- | -------------------------------------------------------------------------- | ------------ | --------------------------------------------------------- |
-| com.arcadedb:arcadedb-engine:26.11.1                 | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| org.slf4j:slf4j-api:2.0.20                           | MIT                                                                        | MIT          | `LICENSE.txt` [6632f550c207]                              |
-| com.conversantmedia:disruptor:1.2.21                 | The Apache License, Version 2.0                                            | Apache-2.0   | none in jar                                               |
-| at.yawk.lz4:lz4-java:1.12.1                          | Apache License, Version 2.0                                                | Apache-2.0   | none in jar                                               |
-| org.apache.lucene:lucene-analysis-common:10.5.2      | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.apache.lucene:lucene-core:10.5.2                 | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.apache.lucene:lucene-spatial-extras:10.5.2       | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.apache.lucene:lucene-spatial3d:10.5.2            | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| io.sgr:s2-geometry-library-java:1.0.0                | The Apache Software License, Version 2.0                                   | Apache-2.0   | none in jar                                               |
-| org.apache.lucene:lucene-queryparser:10.5.2          | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.apache.lucene:lucene-queries:10.5.2              | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.apache.lucene:lucene-sandbox:10.5.2              | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.apache.lucene:lucene-facet:10.5.2                | Apache 2                                                                   | Apache-2.0   | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
-| org.locationtech.spatial4j:spatial4j:0.8             | The Apache Software License, Version 2.0                                   | Apache-2.0   | none in jar                                               |
-| org.locationtech.jts:jts-core:1.20.0                 | Eclipse Public License, Version 2.0 / Eclipse Distribution License - v 1.0 | BSD-3-Clause | `jts-core-1.20.0.LICENSE_EDLv1.txt` [e67a91b5489c]        |
-| com.google.code.gson:gson:2.15.0                     | Apache-2.0                                                                 | Apache-2.0   | none in jar                                               |
-| com.google.errorprone:error_prone_annotations:2.50.0 | Apache 2.0                                                                 | Apache-2.0   | none in jar                                               |
-| io.github.jbellis:jvector:4.0.2                      | The Apache Software License, Version 2.0                                   | Apache-2.0   | none in jar                                               |
-| org.agrona:agrona:1.20.0                             | The Apache License, Version 2.0                                            | Apache-2.0   | none in jar                                               |
-| org.yaml:snakeyaml:2.4                               | Apache License, Version 2.0                                                | Apache-2.0   | none in jar                                               |
-| org.antlr:antlr4-runtime:4.13.2                      | BSD-3-Clause                                                               | BSD-3-Clause | `antlr4-runtime-4.13.2.LICENSE.txt` [3db1fb3ee79a]        |
-| org.graalvm.sdk:graal-sdk:25.4.4.1.1                 | Universal Permissive License, Version 1.0                                  | UPL-1.0      | none in jar                                               |
-| org.graalvm.sdk:collections:25.4.4.1.1               | Universal Permissive License, Version 1.0                                  | UPL-1.0      | none in jar                                               |
-| org.graalvm.polyglot:polyglot:25.4.4.1.1             | Universal Permissive License, Version 1.0                                  | UPL-1.0      | none in jar                                               |
-| com.arcadedb:arcadedb-server:26.11.1                 | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| io.undertow:undertow-core:2.4.4.Final                | Apache License Version 2.0                                                 | Apache-2.0   | none in jar                                               |
-| org.jboss.logging:jboss-logging:3.6.2.Final          | Apache License 2.0                                                         | Apache-2.0   | none in jar                                               |
-| org.jboss.xnio:xnio-api:3.8.16.Final                 | Apache License 2.0                                                         | Apache-2.0   | none in jar                                               |
-| org.wildfly.common:wildfly-common:1.5.4.Final        | Apache License 2.0                                                         | Apache-2.0   | none in jar                                               |
-| org.wildfly.client:wildfly-client-config:1.0.1.Final | Apache License 2.0                                                         | Apache-2.0   | none in jar                                               |
-| org.jboss.xnio:xnio-nio:3.8.16.Final                 | Apache License 2.0                                                         | Apache-2.0   | none in jar                                               |
-| org.jboss.threads:jboss-threads:3.10.1               | Apache License 2.0                                                         | Apache-2.0   | `LICENSE.txt` [0d542e0c8804]                              |
-| io.smallrye.common:smallrye-common-annotation:2.20.0 | Apache License, Version 2.0                                                | Apache-2.0   | none in jar                                               |
-| io.smallrye.common:smallrye-common-constraint:2.20.0 | Apache License, Version 2.0                                                | Apache-2.0   | none in jar                                               |
-| io.smallrye.common:smallrye-common-cpu:2.20.0        | Apache License, Version 2.0                                                | Apache-2.0   | none in jar                                               |
-| io.smallrye.common:smallrye-common-function:2.20.0   | Apache License, Version 2.0                                                | Apache-2.0   | none in jar                                               |
-| io.micrometer:micrometer-core:1.17.2                 | The Apache Software License, Version 2.0                                   | Apache-2.0   | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea]         |
-| org.jspecify:jspecify:1.0.1                          | The Apache License, Version 2.0                                            | Apache-2.0   | none in jar                                               |
-| io.micrometer:micrometer-commons:1.17.2              | The Apache Software License, Version 2.0                                   | Apache-2.0   | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea]         |
-| io.micrometer:micrometer-observation:1.17.2          | The Apache Software License, Version 2.0                                   | Apache-2.0   | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea]         |
-| org.hdrhistogram:HdrHistogram:2.2.2                  | Public Domain, per Creative Commons CC0 / BSD-2-Clause                     | CC0-1.0      | `LICENSE.txt` [ba550515c77c]                              |
-| io.swagger.core.v3:swagger-core:2.2.55               | Apache License 2.0                                                         | Apache-2.0   | `LICENSE` [aa4dc81ef2c6], `NOTICE` [921b5b663bdc]         |
-| jakarta.xml.bind:jakarta.xml.bind-api:2.3.3          | Eclipse Distribution License - v 1.0                                       | BSD-3-Clause | `LICENSE.md` [dcbbdbb512a2], `NOTICE.md` [190bb88e764b]   |
-| jakarta.activation:jakarta.activation-api:1.2.2      | EDL 1.0                                                                    | BSD-3-Clause | `LICENSE.md` [87eba02f8a41], `NOTICE.md` [6b9afdc018e1]   |
-| org.apache.commons:commons-lang3:3.20.0              | Apache-2.0                                                                 | Apache-2.0   | `LICENSE.txt` [b1d2870f1a00], `NOTICE.txt` [64bc8696af3f] |
-| jakarta.validation:jakarta.validation-api:2.0.2      | Apache License 2.0                                                         | Apache-2.0   | none in jar                                               |
-| io.swagger.core.v3:swagger-annotations:2.2.55        | Apache License 2.0                                                         | Apache-2.0   | `LICENSE` [aa4dc81ef2c6], `NOTICE` [f1fc76fa8bfb]         |
-| io.swagger.core.v3:swagger-models:2.2.55             | Apache License 2.0                                                         | Apache-2.0   | `LICENSE` [aa4dc81ef2c6], `NOTICE` [ca0e15ea1bb6]         |
-| com.arcadedb:arcadedb-network:26.11.1                | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-integration:26.11.1            | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.sonofab1rd:univocity-parsers:2.10.2              | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-console:26.11.1                | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-postgresw:26.11.1              | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-redisw:26.11.1                 | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-bolt:26.11.1                   | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-graphql:26.11.1                | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| com.arcadedb:arcadedb-mcp:26.11.1                    | Apache 2                                                                   | Apache-2.0   | none in jar                                               |
-| org.graalvm.sdk:word:25.4.4.1.1                      | Universal Permissive License, Version 1.0                                  | UPL-1.0      | none in jar                                               |
-| org.slf4j:slf4j-jdk14:2.0.20                         | MIT                                                                        | MIT          | `LICENSE.txt` [6632f550c207]                              |
+| Artifact | Declared in pom | Applied | Verbatim texts |
+|---|---|---|---|
+| com.arcadedb:arcadedb-engine:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| org.slf4j:slf4j-api:2.0.20 | MIT | MIT | `LICENSE.txt` [6632f550c207] |
+| com.conversantmedia:disruptor:1.2.21 | The Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| at.yawk.lz4:lz4-java:1.12.1 | Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| org.apache.lucene:lucene-analysis-common:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.apache.lucene:lucene-core:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.apache.lucene:lucene-spatial-extras:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.apache.lucene:lucene-spatial3d:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| io.sgr:s2-geometry-library-java:1.0.0 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar |
+| org.apache.lucene:lucene-queryparser:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.apache.lucene:lucene-queries:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.apache.lucene:lucene-sandbox:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.apache.lucene:lucene-facet:10.5.2 | Apache 2 | Apache-2.0 | `LICENSE.txt` [a2521407b320], `NOTICE.txt` [d3b82734d5e1] |
+| org.locationtech.spatial4j:spatial4j:0.8 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar |
+| org.locationtech.jts:jts-core:1.20.0 | Eclipse Public License, Version 2.0 / Eclipse Distribution License - v 1.0 | BSD-3-Clause | `jts-core-1.20.0.LICENSE_EDLv1.txt` [e67a91b5489c] |
+| com.google.code.gson:gson:2.15.0 | Apache-2.0 | Apache-2.0 | none in jar |
+| com.google.errorprone:error_prone_annotations:2.50.0 | Apache 2.0 | Apache-2.0 | none in jar |
+| io.github.jbellis:jvector:4.0.2 | The Apache Software License, Version 2.0 | Apache-2.0 | none in jar |
+| org.agrona:agrona:1.20.0 | The Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| org.yaml:snakeyaml:2.4 | Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| org.antlr:antlr4-runtime:4.13.2 | BSD-3-Clause | BSD-3-Clause | `antlr4-runtime-4.13.2.LICENSE.txt` [3db1fb3ee79a] |
+| org.graalvm.sdk:graal-sdk:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar |
+| org.graalvm.sdk:collections:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar |
+| org.graalvm.polyglot:polyglot:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar |
+| com.arcadedb:arcadedb-server:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| io.undertow:undertow-core:2.4.4.Final | Apache License Version 2.0 | Apache-2.0 | none in jar |
+| org.jboss.logging:jboss-logging:3.6.2.Final | Apache License 2.0 | Apache-2.0 | none in jar |
+| org.jboss.xnio:xnio-api:3.8.16.Final | Apache License 2.0 | Apache-2.0 | none in jar |
+| org.wildfly.common:wildfly-common:1.5.4.Final | Apache License 2.0 | Apache-2.0 | none in jar |
+| org.wildfly.client:wildfly-client-config:1.0.1.Final | Apache License 2.0 | Apache-2.0 | none in jar |
+| org.jboss.xnio:xnio-nio:3.8.16.Final | Apache License 2.0 | Apache-2.0 | none in jar |
+| org.jboss.threads:jboss-threads:3.10.1 | Apache License 2.0 | Apache-2.0 | `LICENSE.txt` [0d542e0c8804] |
+| io.smallrye.common:smallrye-common-annotation:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| io.smallrye.common:smallrye-common-constraint:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| io.smallrye.common:smallrye-common-cpu:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| io.smallrye.common:smallrye-common-function:2.20.0 | Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| io.micrometer:micrometer-core:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] |
+| org.jspecify:jspecify:1.0.1 | The Apache License, Version 2.0 | Apache-2.0 | none in jar |
+| io.micrometer:micrometer-commons:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] |
+| io.micrometer:micrometer-observation:1.17.2 | The Apache Software License, Version 2.0 | Apache-2.0 | `LICENSE` [62fb8a3a9621], `NOTICE` [df207ca1a2ea] |
+| org.hdrhistogram:HdrHistogram:2.2.2 | Public Domain, per Creative Commons CC0 / BSD-2-Clause | CC0-1.0 | `LICENSE.txt` [ba550515c77c] |
+| io.swagger.core.v3:swagger-core:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [921b5b663bdc] |
+| jakarta.xml.bind:jakarta.xml.bind-api:2.3.3 | Eclipse Distribution License - v 1.0 | BSD-3-Clause | `LICENSE.md` [dcbbdbb512a2], `NOTICE.md` [190bb88e764b] |
+| jakarta.activation:jakarta.activation-api:1.2.2 | EDL 1.0 | BSD-3-Clause | `LICENSE.md` [87eba02f8a41], `NOTICE.md` [6b9afdc018e1] |
+| org.apache.commons:commons-lang3:3.20.0 | Apache-2.0 | Apache-2.0 | `LICENSE.txt` [b1d2870f1a00], `NOTICE.txt` [64bc8696af3f] |
+| jakarta.validation:jakarta.validation-api:2.0.2 | Apache License 2.0 | Apache-2.0 | none in jar |
+| io.swagger.core.v3:swagger-annotations:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [f1fc76fa8bfb] |
+| io.swagger.core.v3:swagger-models:2.2.55 | Apache License 2.0 | Apache-2.0 | `LICENSE` [aa4dc81ef2c6], `NOTICE` [ca0e15ea1bb6] |
+| com.arcadedb:arcadedb-network:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-integration:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.sonofab1rd:univocity-parsers:2.10.2 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-console:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-postgresw:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-redisw:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-bolt:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-graphql:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| com.arcadedb:arcadedb-mcp:26.11.1 | Apache 2 | Apache-2.0 | none in jar |
+| org.graalvm.sdk:word:25.4.4.1.1 | Universal Permissive License, Version 1.0 | UPL-1.0 | none in jar |
+| org.slf4j:slf4j-jdk14:2.0.20 | MIT | MIT | `LICENSE.txt` [6632f550c207] |
 
 Where a pom lists several licences they are alternatives (JTS: EPL-2.0 or EDL-1.0; HdrHistogram: CC0-1.0 or BSD-2-Clause); the permissive one is applied. EDL-1.0 is the BSD-3-Clause text.
 
diff --git a/native/wheel/notice-texts/jdk/java.base.wepoll.md b/native/wheel/notice-texts/jdk/java.base.wepoll.md
index 1b02f957..f2d95448 100644
--- a/native/wheel/notice-texts/jdk/java.base.wepoll.md
+++ b/native/wheel/notice-texts/jdk/java.base.wepoll.md
@@ -1,7 +1,6 @@
 ## Bert Belder: wepoll v 1.5.8
 
 ### wepoll License
-
 ```
 wepoll - epoll for Windows
 https://github.com/piscisaureus/wepoll
diff --git a/native/wheel/notice-texts/jdk/java.base.zlib.md b/native/wheel/notice-texts/jdk/java.base.zlib.md
index 3e8eeb41..c729c424 100644
--- a/native/wheel/notice-texts/jdk/java.base.zlib.md
+++ b/native/wheel/notice-texts/jdk/java.base.zlib.md
@@ -1,7 +1,6 @@
 ## zlib v1.3.2
 
 ### zlib License
-
 
 
 Copyright (C) 1995-2026 Jean-loup Gailly and Mark Adler