2026-04-06 22:51:04 +08:00
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# tests/sdk/test_pipeline.py
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import asyncio
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from unittest.mock import patch, AsyncMock
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from pageindex.parser.protocol import ContentNode, ParsedDocument
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from pageindex.index.pipeline import (
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detect_strategy, build_tree_from_levels, build_index,
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_content_based_pipeline, _NullLogger,
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)
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def test_detect_strategy_with_level():
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nodes = [
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ContentNode(content="# Intro", tokens=10, title="Intro", index=1, level=1),
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ContentNode(content="## Details", tokens=10, title="Details", index=5, level=2),
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]
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assert detect_strategy(nodes) == "level_based"
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def test_detect_strategy_without_level():
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nodes = [
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ContentNode(content="Page 1 text", tokens=100, index=1),
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ContentNode(content="Page 2 text", tokens=100, index=2),
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]
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assert detect_strategy(nodes) == "content_based"
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def test_build_tree_from_levels():
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nodes = [
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ContentNode(content="ch1 text", tokens=10, title="Chapter 1", index=1, level=1),
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ContentNode(content="s1.1 text", tokens=10, title="Section 1.1", index=5, level=2),
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ContentNode(content="s1.2 text", tokens=10, title="Section 1.2", index=10, level=2),
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ContentNode(content="ch2 text", tokens=10, title="Chapter 2", index=20, level=1),
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]
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tree = build_tree_from_levels(nodes)
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assert len(tree) == 2 # 2 root nodes (chapters)
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assert tree[0]["title"] == "Chapter 1"
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assert len(tree[0]["nodes"]) == 2 # 2 sections under chapter 1
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assert tree[0]["nodes"][0]["title"] == "Section 1.1"
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assert tree[0]["nodes"][1]["title"] == "Section 1.2"
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assert tree[1]["title"] == "Chapter 2"
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assert len(tree[1]["nodes"]) == 0
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def test_build_tree_from_levels_single_level():
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nodes = [
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ContentNode(content="a", tokens=5, title="A", index=1, level=1),
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ContentNode(content="b", tokens=5, title="B", index=2, level=1),
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]
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tree = build_tree_from_levels(nodes)
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assert len(tree) == 2
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assert tree[0]["title"] == "A"
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assert tree[1]["title"] == "B"
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def test_build_tree_from_levels_deep_nesting():
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nodes = [
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ContentNode(content="h1", tokens=5, title="H1", index=1, level=1),
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ContentNode(content="h2", tokens=5, title="H2", index=2, level=2),
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ContentNode(content="h3", tokens=5, title="H3", index=3, level=3),
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]
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tree = build_tree_from_levels(nodes)
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assert len(tree) == 1
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assert tree[0]["title"] == "H1"
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assert len(tree[0]["nodes"]) == 1
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assert tree[0]["nodes"][0]["title"] == "H2"
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assert len(tree[0]["nodes"][0]["nodes"]) == 1
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assert tree[0]["nodes"][0]["nodes"][0]["title"] == "H3"
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def test_content_based_pipeline_does_not_raise():
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"""_content_based_pipeline should delegate to tree_parser, not raise NotImplementedError."""
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fake_tree = [{"title": "Intro", "start_index": 1, "end_index": 2, "nodes": []}]
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async def fake_tree_parser(page_list, opt, doc=None, logger=None):
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return fake_tree
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page_list = [("Page 1 text", 50), ("Page 2 text", 60)]
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from types import SimpleNamespace
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opt = SimpleNamespace(model="test-model")
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with patch("pageindex.index.page_index.tree_parser", new=fake_tree_parser):
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result = asyncio.run(_content_based_pipeline(page_list, opt))
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assert result == fake_tree
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def test_null_logger_methods():
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"""NullLogger should have info/error/debug and not raise."""
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logger = _NullLogger()
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logger.info("test message")
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logger.error("test error")
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logger.debug("test debug")
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logger.info({"key": "value"})
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fix(index): bound LLM concurrency at the leaf, not per gather call
The previous approach (bounded_gather building a fresh semaphore per call)
did NOT compose: the indexing call graph nests gathers
(tree_parser -> process_large_node_recursively -> recurse, plus each node's
check_title gather), and each level got its own independent cap. Peak
in-flight LLM calls grew ~N^depth, so a deep/wide document still exhausted
file descriptors (Errno 24) — the exact failure the cap was meant to
prevent — while the flat summary phase was over-serialized. Naively sharing
one semaphore across gather levels would instead deadlock (a parent holds a
slot while awaiting children that need slots).
Move the throttle to the single chokepoint every LLM call funnels through,
llm_acompletion: one shared semaphore per event loop, acquired only around
the litellm.acompletion network call. This gives a true global cap that
composes across any nesting and can't deadlock (a parent awaiting children
holds no slot). bounded_gather is gone; the call sites revert to plain
asyncio.gather.
Also:
- Reject bool in max_concurrency validation (bool is an int subclass, so
set_max_concurrency(True) / IndexConfig(max_concurrency=True) previously
became Semaphore(1) and silently serialized). Shared _validate_max_concurrency
+ a pydantic field_validator.
- Guard check_title_appearance_in_start_concurrent against an out-of-range
or 0 physical_index (LLM can emit one): it was dereferenced during task
construction, outside the gather's return_exceptions protection, aborting
the whole build; 0 silently wrapped to the last page. Now marked 'no'.
- Propagate contextvars into agent.py's worker-thread run (mirrors
pipeline._run_async) so ContextVar settings stay consistent.
- Tests rewritten to cover the nested case the old flat tests missed, the
leaf-level throttle in llm_acompletion, bool rejection, and the
out-of-range physical_index guard.
Claude-Session: https://claude.ai/code/session_01Kx5DgKbhK1N8autqXH8SmS
2026-07-08 11:26:36 +08:00
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2026-07-08 20:02:04 +08:00
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def _structure_has_text(nodes) -> bool:
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for n in nodes:
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if "text" in n:
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return True
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if n.get("nodes") and _structure_has_text(n["nodes"]):
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return True
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return False
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def test_level_based_strips_text_by_default():
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"""Markdown (level_based) must honor if_add_node_text=False — build_tree_from_
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levels seeds 'text', and it used to leak into the output/storage."""
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from pageindex.config import IndexConfig
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nodes = [
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ContentNode(content="# Intro\nbody one", tokens=5, title="Intro", index=1, level=1),
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ContentNode(content="## Sub\nbody two", tokens=5, title="Sub", index=2, level=2),
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]
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parsed = ParsedDocument(doc_name="d", nodes=nodes)
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# No summary/description -> no LLM calls.
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opt = IndexConfig(if_add_node_summary=False, if_add_doc_description=False,
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if_add_node_text=False)
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result = build_index(parsed, opt=opt)
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assert not _structure_has_text(result["structure"])
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def test_level_based_keeps_text_when_requested():
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from pageindex.config import IndexConfig
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nodes = [ContentNode(content="# Intro\nbody", tokens=5, title="Intro", index=1, level=1)]
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parsed = ParsedDocument(doc_name="d", nodes=nodes)
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opt = IndexConfig(if_add_node_summary=False, if_add_doc_description=False,
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if_add_node_text=True)
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result = build_index(parsed, opt=opt)
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assert _structure_has_text(result["structure"])
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fix: prompt-injection delimiter escape, legacy config coercion, gather resilience, true cross-thread concurrency bound
Addresses items 4-8 from the max-effort review of PR #272 (VectifyAI/PageIndex#272).
- agent.py: wrap_with_doc_context() strips '<'/'>' from doc_name/doc_description
(untrusted: unsanitized filename / LLM-generated from document content) before
inserting them into the <docs>...</docs> block, so embedded content can never
form a literal </docs> that closes the delimiter early and escapes the
untrusted-data boundary SCOPED_SYSTEM_PROMPT relies on. Deterministic
per-field transform, doesn't touch the (cacheable) static system prompt.
- ConfigLoader.load() (legacy 0.2.x compat) now routes merged overrides through
IndexConfig before returning, so a legacy 'no' string gets pydantic's bool
coercion instead of surviving as a truthy non-empty string — page_index_main's
bare `if opt.if_add_node_summary:` checks (changed from `== 'yes'` elsewhere
in this PR) were silently inverting caller intent and firing unwanted billed
LLM calls.
- verify_toc, process_large_node_recursively, tree_parser,
generate_summaries_for_structure, generate_summaries_for_structure_md: added
return_exceptions=True to their asyncio.gather calls (llm_completion/
llm_acompletion raise RuntimeError on retry exhaustion, added earlier in this
PR), each with a degrade path matching the pattern already used by sibling
hardened gathers in the same files. One transient LLM failure no longer
aborts the whole document's indexing.
- _llm_semaphore is now a true process-wide ceiling (threading.Semaphore,
shared across every thread/event loop) instead of one asyncio.Semaphore per
event loop -- concurrently indexing N documents on N threads no longer
multiplies the effective cap by N. A max_concurrency_scope() override is
layered as a second, nested, per-loop restriction that can only tighten the
effective cap within the ceiling, never widen past it.
- set_llm_params() mutated a bare process-wide dict with no per-call isolation,
unlike max_concurrency which already had ContextVar scoping. Added
llm_params_scope() (mirrors max_concurrency_scope) + IndexConfig.llm_params,
wired into build_index() the same way max_concurrency already was, so
concurrent indexing jobs with different llm kwargs don't leak into each
other.
Adds regression tests for all five. Full suite: 221 passed, 2 skipped (one
pre-existing, unrelated flaky cloud-streaming test intermittently fails on
rerun; confirmed independent of this change).
Claude-Session: https://claude.ai/code/session_01Kx5DgKbhK1N8autqXH8SmS
2026-07-09 11:15:12 +08:00
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def test_build_index_scopes_llm_params_to_the_call(monkeypatch):
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"""IndexConfig(llm_params=...) must reach get_llm_params() for the duration
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of this build_index() call only, and not leak into the process default."""
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from pageindex.config import IndexConfig, get_llm_params, set_llm_params
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set_llm_params(temperature=0)
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seen = {}
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async def fake_generate_summaries(structure, model=None):
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seen["llm_params"] = get_llm_params()
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monkeypatch.setattr(
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"pageindex.index.utils.generate_summaries_for_structure",
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fake_generate_summaries,
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)
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# level_based (Markdown) strategy avoids the content_based path's own real
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# LLM-driven TOC detection, so this stays a fast, network-free unit test.
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nodes = [ContentNode(content="# Intro\nbody", tokens=5, title="Intro", index=1, level=1)]
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parsed = ParsedDocument(doc_name="d", nodes=nodes)
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opt = IndexConfig(if_add_node_summary=True, if_add_doc_description=False,
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llm_params={"temperature": 1})
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build_index(parsed, opt=opt)
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assert seen["llm_params"]["temperature"] == 1 # scoped override was in effect
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assert get_llm_params()["temperature"] == 0 # process default untouched afterward
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fix(index): bound LLM concurrency at the leaf, not per gather call
The previous approach (bounded_gather building a fresh semaphore per call)
did NOT compose: the indexing call graph nests gathers
(tree_parser -> process_large_node_recursively -> recurse, plus each node's
check_title gather), and each level got its own independent cap. Peak
in-flight LLM calls grew ~N^depth, so a deep/wide document still exhausted
file descriptors (Errno 24) — the exact failure the cap was meant to
prevent — while the flat summary phase was over-serialized. Naively sharing
one semaphore across gather levels would instead deadlock (a parent holds a
slot while awaiting children that need slots).
Move the throttle to the single chokepoint every LLM call funnels through,
llm_acompletion: one shared semaphore per event loop, acquired only around
the litellm.acompletion network call. This gives a true global cap that
composes across any nesting and can't deadlock (a parent awaiting children
holds no slot). bounded_gather is gone; the call sites revert to plain
asyncio.gather.
Also:
- Reject bool in max_concurrency validation (bool is an int subclass, so
set_max_concurrency(True) / IndexConfig(max_concurrency=True) previously
became Semaphore(1) and silently serialized). Shared _validate_max_concurrency
+ a pydantic field_validator.
- Guard check_title_appearance_in_start_concurrent against an out-of-range
or 0 physical_index (LLM can emit one): it was dereferenced during task
construction, outside the gather's return_exceptions protection, aborting
the whole build; 0 silently wrapped to the last page. Now marked 'no'.
- Propagate contextvars into agent.py's worker-thread run (mirrors
pipeline._run_async) so ContextVar settings stay consistent.
- Tests rewritten to cover the nested case the old flat tests missed, the
leaf-level throttle in llm_acompletion, bool rejection, and the
out-of-range physical_index guard.
Claude-Session: https://claude.ai/code/session_01Kx5DgKbhK1N8autqXH8SmS
2026-07-08 11:26:36 +08:00
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def test_check_title_appearance_tolerates_out_of_range_physical_index():
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"""An LLM-emitted physical_index outside page_list must be marked 'no', not
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raise IndexError (which happens during task construction, outside the
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gather's return_exceptions protection, and would abort the whole build)."""
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from pageindex.index.page_index import check_title_appearance_in_start_concurrent
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page_list = [("only page text", 3)] # length 1
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structure = [
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{"title": "A", "physical_index": 5}, # out of range -> would IndexError
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{"title": "B", "physical_index": 0}, # 0 -> would wrap to page_list[-1]
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{"title": "C", "physical_index": None}, # missing
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{"title": "D"}, # no physical_index key at all
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]
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result = asyncio.run(
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check_title_appearance_in_start_concurrent(structure, page_list)
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)
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assert all(item["appear_start"] == "no" for item in result)
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