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Use url fragment schema for deep link URIs, borrowing from URL/PDF schemas. E.g file:///path/to/file.txt#line=<line_no>&#page=<page_no> Compute line number during (recursive) markdown entry chunking. Test line number in URI maps to line number of chunk in actual md file. This deeplink URI with line number is passed to llm as context to better combine with line range based view file tool. Grep tool already passed matching line number. This change passes line number in URIs of markdown entries matched by the semantic search tool.
316 lines
10 KiB
Python
316 lines
10 KiB
Python
import os
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import re
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from pathlib import Path
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from khoj.processor.content.markdown.markdown_to_entries import MarkdownToEntries
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from khoj.utils.fs_syncer import get_markdown_files
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from khoj.utils.rawconfig import TextContentConfig
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def test_extract_markdown_with_no_headings(tmp_path):
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"Convert markdown file with no heading to entry format."
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# Arrange
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entry = f"""
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- Bullet point 1
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- Bullet point 2
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"""
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data = {
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f"{tmp_path}": entry,
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}
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expected_heading = f"# {tmp_path}"
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=3)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 1
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# Ensure raw entry with no headings do not get heading prefix prepended
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assert not entries[1][0].raw.startswith("#")
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# Ensure compiled entry has filename prepended as top level heading
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assert entries[1][0].compiled.startswith(expected_heading)
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# Ensure compiled entry also includes the file name
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assert str(tmp_path) in entries[1][0].compiled
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def test_extract_single_markdown_entry(tmp_path):
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"Convert markdown from single file to entry format."
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# Arrange
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entry = f"""### Heading
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\t\r
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Body Line 1
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=3)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 1
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def test_extract_multiple_markdown_entries(tmp_path):
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"Convert multiple markdown from single file to entry format."
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# Arrange
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entry = f"""
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### Heading 1
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\t\r
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Heading 1 Body Line 1
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### Heading 2
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\t\r
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Heading 2 Body Line 2
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=3)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 2
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# Ensure entry compiled strings include the markdown files they originate from
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assert all([tmp_path.stem in entry.compiled for entry in entries[1]])
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def test_extract_entries_with_different_level_headings(tmp_path):
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"Extract markdown entries with different level headings."
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# Arrange
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entry = f"""
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# Heading 1
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## Sub-Heading 1.1
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# Heading 2
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=3)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 2
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assert entries[1][0].raw == "# Heading 1\n## Sub-Heading 1.1", "Ensure entry includes heading ancestory"
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assert entries[1][1].raw == "# Heading 2\n"
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def test_extract_entries_with_non_incremental_heading_levels(tmp_path):
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"Extract markdown entries when deeper child level before shallower child level."
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# Arrange
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entry = f"""
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# Heading 1
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#### Sub-Heading 1.1
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## Sub-Heading 1.2
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# Heading 2
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=3)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 3
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assert entries[1][0].raw == "# Heading 1\n#### Sub-Heading 1.1", "Ensure entry includes heading ancestory"
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assert entries[1][1].raw == "# Heading 1\n## Sub-Heading 1.2", "Ensure entry includes heading ancestory"
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assert entries[1][2].raw == "# Heading 2\n"
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def test_extract_entries_with_text_before_headings(tmp_path):
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"Extract markdown entries with some text before any headings."
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# Arrange
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entry = f"""
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Text before headings
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# Heading 1
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body line 1
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## Heading 2
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body line 2
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=3)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 3
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assert entries[1][0].raw == "\nText before headings"
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assert entries[1][1].raw == "# Heading 1\nbody line 1"
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assert (
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entries[1][2].raw == "# Heading 1\n## Heading 2\nbody line 2\n"
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), "Ensure raw entry includes heading ancestory"
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def test_parse_markdown_file_into_single_entry_if_small(tmp_path):
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"Parse markdown file into single entry if it fits within the token limits."
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# Arrange
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entry = f"""
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# Heading 1
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body line 1
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## Subheading 1.1
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body line 1.1
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=12)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 1
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assert entries[1][0].raw == entry
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def test_parse_markdown_entry_with_children_as_single_entry_if_small(tmp_path):
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"Parse markdown entry with child headings as single entry if it fits within the tokens limits."
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# Arrange
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entry = f"""
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# Heading 1
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body line 1
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## Subheading 1.1
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body line 1.1
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# Heading 2
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body line 2
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## Subheading 2.1
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longer body line 2.1
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"""
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data = {
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f"{tmp_path}": entry,
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}
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# Act
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# Extract Entries from specified Markdown files
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entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=12)
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# Assert
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assert len(entries) == 2
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assert len(entries[1]) == 3
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assert (
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entries[1][0].raw == "# Heading 1\nbody line 1\n## Subheading 1.1\nbody line 1.1"
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), "First entry includes children headings"
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assert entries[1][1].raw == "# Heading 2\nbody line 2", "Second entry does not include children headings"
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assert (
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entries[1][2].raw == "# Heading 2\n## Subheading 2.1\nlonger body line 2.1\n"
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), "Third entry is second entries child heading"
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def test_get_markdown_files(tmp_path):
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"Ensure Markdown files specified via input-filter, input-files extracted"
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# Arrange
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# Include via input-filter globs
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group1_file1 = create_file(tmp_path, filename="group1-file1.md")
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group1_file2 = create_file(tmp_path, filename="group1-file2.md")
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group2_file1 = create_file(tmp_path, filename="group2-file1.markdown")
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group2_file2 = create_file(tmp_path, filename="group2-file2.markdown")
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# Include via input-file field
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file1 = create_file(tmp_path, filename="notes.md")
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# Not included by any filter
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create_file(tmp_path, filename="not-included-markdown.md")
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create_file(tmp_path, filename="not-included-text.txt")
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expected_files = set(
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[os.path.join(tmp_path, file.name) for file in [group1_file1, group1_file2, group2_file1, group2_file2, file1]]
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)
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# Setup input-files, input-filters
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input_files = [tmp_path / "notes.md"]
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input_filter = [tmp_path / "group1*.md", tmp_path / "group2*.markdown"]
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markdown_config = TextContentConfig(
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input_files=input_files,
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input_filter=[str(filter) for filter in input_filter],
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compressed_jsonl=tmp_path / "test.jsonl",
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embeddings_file=tmp_path / "test_embeddings.jsonl",
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)
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# Act
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extracted_org_files = get_markdown_files(markdown_config)
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# Assert
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assert len(extracted_org_files) == 5
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assert set(extracted_org_files.keys()) == expected_files
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def test_line_number_tracking_in_recursive_split():
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"Ensure line numbers in URIs are correct after recursive splitting by checking against the actual file."
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# Arrange
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markdown_file_path = os.path.abspath("tests/data/markdown/main_readme.md")
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with open(markdown_file_path, "r") as f:
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markdown_content = f.read()
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lines = markdown_content.splitlines()
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data = {markdown_file_path: markdown_content}
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# Act
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# Using a small max_tokens to force recursive splitting
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_, entries = MarkdownToEntries.extract_markdown_entries(markdown_files=data, max_tokens=10)
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# Assert
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assert len(entries) > 0, "No entries were extracted."
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for entry in entries:
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# Extract file path and line number from the entry URI
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# for files uri is expected in format: file:///path/to/file.md#line=5
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match = re.search(r"file://(.*?)#line=(\d+)", entry.uri)
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filepath_from_uri = match.group(1)
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line_number_from_uri = int(match.group(2))
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# line_number is 1-based, list index is 0-based
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line_in_file = clean(lines[line_number_from_uri - 1])
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next_line_in_file = clean(lines[line_number_from_uri]) if line_number_from_uri < len(lines) else ""
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# Remove ancestor heading lines inserted during post-processing
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first_entry_line = ""
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for line in entry.raw.splitlines():
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if line.startswith("#"):
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first_entry_line = line
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else:
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break # Stop at the first non-heading line
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# Remove heading prefix from entry.compiled as level changed during post-processing
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cleaned_first_entry_line = first_entry_line.strip()
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# Remove multiple consecutive spaces
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cleaned_first_entry_line = clean(cleaned_first_entry_line)
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assert entry.uri is not None, f"Entry '{entry}' has a None URI."
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assert match is not None, f"URI format is incorrect: {entry.uri}"
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assert (
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filepath_from_uri == markdown_file_path
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), f"File path in URI '{filepath_from_uri}' does not match expected '{markdown_file_path}'"
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# Ensure the first non-heading line in the compiled entry matches the line in the file
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assert (
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cleaned_first_entry_line in line_in_file.strip() or cleaned_first_entry_line in next_line_in_file.strip()
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), f"First non-heading line '{cleaned_first_entry_line}' in {entry.raw} does not match line {line_number_from_uri} in file: '{line_in_file}' or next line '{next_line_in_file}'"
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# Helper Functions
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def create_file(tmp_path: Path, entry=None, filename="test.md"):
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markdown_file = tmp_path / filename
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markdown_file.touch()
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if entry:
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markdown_file.write_text(entry)
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return markdown_file
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def clean(text):
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"Normalize spaces in text for easier comparison."
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return re.sub(r"\s+", " ", text)
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