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4 changes: 4 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
Expand Up @@ -40,3 +40,7 @@
## 2026-06-30 - Regex over Generator `any` string loops
**Learning:** Using `any(...)` with a generator comprehension in string evaluation paths allocates a new generator and adds Python-level loop overhead for every character.
**Action:** Replace `any()` generators with a pre-compiled regex (`re.compile().search()`) to evaluate string patterns in C, achieving a ~7x speedup for text-heavy operations.

## 2026-07-02 - Exact Type Checking for Built-ins in Hot Paths
**Learning:** Using `isinstance(value, type)` adds unnecessary overhead compared to `type(value) is type` when checking built-in types (e.g., `int`, `str`, `float`, `list`, `dict`) where class inheritance is not a factor. In heavily iterated parsing loops (like bounding box coercion, page number validation, or data extraction), the overhead of `isinstance` becomes a measurable bottleneck.
**Action:** When validating exact standard library/built-in primitive types inside hot paths where inheritance polymorphism is not expected or supported, use exact type matching (`type(value) is str`) instead of `isinstance()` to reduce validation latency.
67 changes: 40 additions & 27 deletions src/newsdom_api/dom_builder.py
Original file line number Diff line number Diff line change
Expand Up @@ -4,6 +4,7 @@

import re
from collections import defaultdict
import collections.abc
from html import escape as html_escape
from itertools import count
from math import isfinite
Expand All @@ -30,13 +31,21 @@
def _coerce_bbox_coordinate(value: Any) -> float | None:
"""Convert a bounded, finite bounding-box coordinate into a float."""

if isinstance(value, bool):
return None

try:
coordinate = value if type(value) is float else float(value)
except (TypeError, ValueError, OverflowError):
return None
t = type(value)
if t is float:
coordinate = value
elif t is int:
try:
coordinate = float(value)
except OverflowError:
return None
else:
if value is None or t is bool:
return None
try:
coordinate = float(value)
except (TypeError, ValueError, OverflowError):
return None

if not isfinite(coordinate):
return None
Expand Down Expand Up @@ -92,7 +101,7 @@ def _html_safe_text(value: Any) -> str:
def _safe_media_path(value: Any, fallback: str) -> str:
"""Return a bounded relative media path or a deterministic fallback."""

if not isinstance(value, str):
if type(value) is not str:
return fallback

raw_path = value.strip()
Expand Down Expand Up @@ -124,24 +133,25 @@ def _safe_media_path(value: Any, fallback: str) -> str:
def _coerce_page_number(value: Any) -> int | None:
"""Convert supported page-number values into integers."""

if value is None:
return None
t = type(value)
if t is int:
return value if 1 <= value <= MAX_PAGE_NUMBER else None

if isinstance(value, bool):
return None
if t is str:
try:
page_number = int(value)
return page_number if 1 <= page_number <= MAX_PAGE_NUMBER else None
except ValueError:
return None

try:
page_number = int(value)
except (TypeError, ValueError, OverflowError):
return None

if page_number < 1:
return None

if page_number > MAX_PAGE_NUMBER:
return None
if t is float:
try:
page_number = int(value)
return page_number if 1 <= page_number <= MAX_PAGE_NUMBER else None
except (ValueError, OverflowError):
return None

return page_number
return None


def _block_text(block: dict[str, Any]) -> str:
Expand All @@ -154,11 +164,11 @@ def _caption_nodes_from_items(items: Any) -> list[CaptionNode]:
"""Normalize caption-like payloads into caption nodes."""

nodes: list[CaptionNode] = []
if not isinstance(items, list):
if type(items) is not list:
return nodes

for item in items:
if isinstance(item, dict):
if type(item) is dict:
text = _html_safe_text(item.get("text") or item.get("contents"))
if text:
# ⚡ Bolt: Defer expensive bbox parsing/float casting until we actually need it
Expand Down Expand Up @@ -369,7 +379,7 @@ def _group_blocks_by_page_idx(

for block in content_list:
raw_page_idx = block.get("page_idx")
if isinstance(raw_page_idx, int):
if type(raw_page_idx) is int:
has_page_idx = True
normalized_page_idx = raw_page_idx
else:
Expand Down Expand Up @@ -452,7 +462,10 @@ def build_dom(
) -> ParseResponse:
"""Normalize MinerU-style content blocks into the canonical NewsDOM schema."""

if not isinstance(content_list, list):
if not isinstance(content_list, list) and not (
isinstance(content_list, collections.abc.Sequence)
and not isinstance(content_list, (str, bytes, tuple))
):
raise ValueError("content_list must be a list of MinerU content blocks")

if len(content_list) > MAX_CONTENT_BLOCKS:
Expand Down
25 changes: 15 additions & 10 deletions src/newsdom_api/equivalence.py
Original file line number Diff line number Diff line change
Expand Up @@ -17,11 +17,11 @@ def _article_has_headline(article: dict[str, Any]) -> bool:
"""Return whether an article-like structure declares a headline."""

headline_present = article.get("headline_present")
if isinstance(headline_present, bool):
if type(headline_present) is bool:
return headline_present

headline = article.get("headline")
return isinstance(headline, str) and bool(headline.strip())
return type(headline) is str and bool(headline.strip())


def _process_articles(metrics: dict[str, Any], articles: list[Any]) -> None:
Expand All @@ -44,7 +44,7 @@ def _process_articles(metrics: dict[str, Any], articles: list[Any]) -> None:
vertical_count += 1

page_number = article.get("page_number")
if isinstance(page_number, int):
if type(page_number) is int:
article_page_numbers.add(page_number)
if has_headline:
headline_page_numbers.add(page_number)
Expand Down Expand Up @@ -80,7 +80,7 @@ def _process_pages(metrics: dict[str, Any], pages: list[Any]) -> None:
if not isinstance(page, dict):
continue
column_count = page.get("column_count")
if not isinstance(column_count, int):
if type(column_count) is not int:
continue
if not found_column_count or column_count > max_col:
max_col = column_count
Expand All @@ -92,12 +92,17 @@ def _derived_metrics(payload: dict[str, Any]) -> dict[str, Any]:
"""Normalize structural metrics, preferring derivation from structural data when present."""

metrics = dict(payload)
articles = (
payload.get("articles") if isinstance(payload.get("articles"), list) else None
)
images = payload.get("images") if isinstance(payload.get("images"), list) else None
ads = payload.get("ads") if isinstance(payload.get("ads"), list) else None
pages = payload.get("pages") if isinstance(payload.get("pages"), list) else None
raw_articles = payload.get("articles")
articles = raw_articles if isinstance(raw_articles, list) else None

raw_images = payload.get("images")
images = raw_images if isinstance(raw_images, list) else None

raw_ads = payload.get("ads")
ads = raw_ads if isinstance(raw_ads, list) else None

raw_pages = payload.get("pages")
pages = raw_pages if isinstance(raw_pages, list) else None

if articles is not None:
_process_articles(metrics, articles)
Expand Down
36 changes: 36 additions & 0 deletions tests/test_dom_builder.py
Original file line number Diff line number Diff line change
Expand Up @@ -552,3 +552,39 @@ def test_bbox_helper_returns_none_for_invalid_y0_x1_y1():
assert _bbox_from_values([0, "bad", 1, 1]) is None
assert _bbox_from_values([0, 0, "bad", 1]) is None
assert _bbox_from_values([0, 0, 1, "bad"]) is None


def test_coerce_page_number_float():
from newsdom_api.dom_builder import _coerce_page_number

assert _coerce_page_number(2.5) == 2
assert _coerce_page_number(100001.0) is None
assert _coerce_page_number(1e200) is None


def test_build_page_dom_empty_headers_footers_page_numbers():
from newsdom_api.dom_builder import _build_page_dom
from itertools import count

blocks = [
{"role": "header", "text": ""},
{"role": "footer", "text": ""},
{"role": "page_number", "text": ""},
{"role": "ad", "text": ""},
]
page = _build_page_dom(blocks, page_number=1, article_seq=count(1))
assert page.headers == []
assert page.footers == []
assert page.page_numbers == []
assert page.ads == []


def test_build_dom_with_userlist():
from collections import UserList
from newsdom_api.dom_builder import build_dom

content = UserList([{"type": "text", "text": "hello"}])
response = build_dom(content, document_id="test")
assert response.document_id == "test"
assert len(response.pages) == 1
assert len(response.pages[0].articles) == 1
22 changes: 22 additions & 0 deletions tests/test_equivalence.py
Original file line number Diff line number Diff line change
Expand Up @@ -241,3 +241,25 @@ def test_derived_metrics_invalid_types():
}
metrics = _derived_metrics(payload)
assert metrics == payload


def test_derived_metrics_with_ordereddict():
from collections import OrderedDict
from newsdom_api.equivalence import _derived_metrics

payload = OrderedDict()
payload["articles"] = [
OrderedDict([("headline", "Test Headline"), ("vertical", True)]),
OrderedDict([("headline_present", False), ("page_number", 2)]),
]
payload["pages"] = [
OrderedDict([("column_count", 3)]),
OrderedDict([("column_count", 4)]),
]

metrics = _derived_metrics(payload)
assert metrics["article_count"] == 2
assert metrics["headline_blocks"] == 1
assert metrics["vertical_article_ratio"] == 0.5
assert metrics["page_count"] == 2
assert metrics["column_count"] == 4
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