import os import re from khoj.processor.content.org_mode.org_to_entries import OrgToEntries from khoj.processor.content.text_to_entries import TextToEntries from khoj.utils.fs_syncer import get_org_files from khoj.utils.helpers import is_none_or_empty from khoj.utils.rawconfig import Entry, TextContentConfig def test_configure_indexing_heading_only_entries(tmp_path): """Ensure entries with empty body are ignored, unless explicitly configured to index heading entries. Property drawers not considered Body. Ignore control characters for evaluating if Body empty.""" # Arrange entry = f"""*** Heading :PROPERTIES: :ID: 42-42-42 :END: \t \r """ data = { f"{tmp_path}": entry, } for index_heading_entries in [True, False]: # Act # Extract entries into jsonl from specified Org files entries = OrgToEntries.extract_org_entries( org_files=data, index_heading_entries=index_heading_entries, max_tokens=3 ) # Assert if index_heading_entries: # Entry with empty body indexed when index_heading_entries set to True assert len(entries) == 1 else: # Entry with empty body ignored when index_heading_entries set to False assert is_none_or_empty(entries) def test_entry_split_when_exceeds_max_tokens(): "Ensure entries with compiled words exceeding max_tokens are split." # Arrange tmp_path = "/tmp/test.org" entry = f"""*** Heading \t\r Body Line """ data = { f"{tmp_path}": entry, } expected_heading = f"* Path: {tmp_path}\n** Heading" # Act # Extract Entries from specified Org files entries = OrgToEntries.extract_org_entries(org_files=data) # Split each entry from specified Org files by max tokens entries = TextToEntries.split_entries_by_max_tokens(entries, max_tokens=6) # Assert assert len(entries) == 2 # Ensure compiled entries split by max tokens start with entry heading (for search context) assert all([entry.compiled.startswith(expected_heading) for entry in entries]) def test_entry_split_drops_large_words(): "Ensure entries drops words larger than specified max word length from compiled version." # Arrange entry_text = f"""First Line dog=1\n\r\t cat=10 car=4 book=2 """ entry = Entry(raw=entry_text, compiled=entry_text) # Act # Split entry by max words and drop words larger than max word length processed_entry = TextToEntries.split_entries_by_max_tokens([entry], max_word_length=5)[0] # Assert # Ensure words larger than max word length are dropped # Ensure newline characters are considered as word boundaries for splitting words. See #620 words_to_keep = ["First", "Line", "dog=1", "car=4"] words_to_drop = ["cat=10", "book=2"] assert all([word for word in words_to_keep if word in processed_entry.compiled]) assert not any([word for word in words_to_drop if word in processed_entry.compiled]) assert len(processed_entry.compiled.split()) == len(entry_text.split()) - 2 def test_parse_org_file_into_single_entry_if_small(tmp_path): "Parse org file into single entry if it fits within the token limits." # Arrange original_entry = f""" * Heading 1 body line 1 ** Subheading 1.1 body line 1.1 """ data = { f"{tmp_path}": original_entry, } expected_entry = f""" * Heading 1 body line 1 ** Subheading 1.1 body line 1.1 """.lstrip() # Act # Extract Entries from specified Org files extracted_entries = OrgToEntries.extract_org_entries(org_files=data, max_tokens=12) for entry in extracted_entries: entry.raw = clean(entry.raw) # Assert assert len(extracted_entries) == 1 assert entry.raw == expected_entry def test_parse_org_entry_with_children_as_single_entry_if_small(tmp_path): "Parse org entry with child headings as single entry only if it fits within the tokens limits." # Arrange entry = f""" * Heading 1 body line 1 ** Subheading 1.1 body line 1.1 * Heading 2 body line 2 ** Subheading 2.1 longer body line 2.1 """ data = { f"{tmp_path}": entry, } first_expected_entry = f""" * Path: {tmp_path} ** Heading 1. body line 1 *** Subheading 1.1. body line 1.1 """.lstrip() second_expected_entry = f""" * Path: {tmp_path} ** Heading 2. body line 2 """.lstrip() third_expected_entry = f""" * Path: {tmp_path} / Heading 2 ** Subheading 2.1. longer body line 2.1 """.lstrip() # Act # Extract Entries from specified Org files extracted_entries = OrgToEntries.extract_org_entries(org_files=data, max_tokens=12) # Assert assert len(extracted_entries) == 3 assert extracted_entries[0].compiled == first_expected_entry, "First entry includes children headings" assert extracted_entries[1].compiled == second_expected_entry, "Second entry does not include children headings" assert extracted_entries[2].compiled == third_expected_entry, "Third entry is second entries child heading" def test_separate_sibling_org_entries_if_all_cannot_fit_in_token_limit(tmp_path): "Parse org sibling entries as separate entries only if it fits within the tokens limits." # Arrange entry = f""" * Heading 1 body line 1 ** Subheading 1.1 body line 1.1 * Heading 2 body line 2 ** Subheading 2.1 body line 2.1 * Heading 3 body line 3 ** Subheading 3.1 body line 3.1 """ data = { f"{tmp_path}": entry, } first_expected_entry = f""" * Path: {tmp_path} ** Heading 1. body line 1 *** Subheading 1.1. body line 1.1 """.lstrip() second_expected_entry = f""" * Path: {tmp_path} ** Heading 2. body line 2 *** Subheading 2.1. body line 2.1 """.lstrip() third_expected_entry = f""" * Path: {tmp_path} ** Heading 3. body line 3 *** Subheading 3.1. body line 3.1 """.lstrip() # Act # Extract Entries from specified Org files # Max tokens = 30 is in the middle of 2 entry (24 tokens) and 3 entry (36 tokens) tokens boundary # Where each sibling entry contains 12 tokens per sibling entry * 3 entries = 36 tokens extracted_entries = OrgToEntries.extract_org_entries(org_files=data, max_tokens=30) # Assert assert len(extracted_entries) == 3 assert extracted_entries[0].compiled == first_expected_entry, "First entry includes children headings" assert extracted_entries[1].compiled == second_expected_entry, "Second entry includes children headings" assert extracted_entries[2].compiled == third_expected_entry, "Third entry includes children headings" def test_entry_with_body_to_entry(tmp_path): "Ensure entries with valid body text are loaded." # Arrange entry = f"""*** Heading :PROPERTIES: :ID: 42-42-42 :END: \t\r Body Line 1 """ data = { f"{tmp_path}": entry, } # Act # Extract Entries from specified Org files entries = OrgToEntries.extract_org_entries(org_files=data, max_tokens=3) # Assert assert len(entries) == 1 def test_file_with_entry_after_intro_text_to_entry(tmp_path): "Ensure intro text before any headings is indexed." # Arrange entry = f""" Intro text * Entry Heading entry body """ data = { f"{tmp_path}": entry, } # Act # Extract Entries from specified Org files entries = OrgToEntries.extract_org_entries(org_files=data, max_tokens=3) # Assert assert len(entries) == 2 def test_file_with_no_headings_to_entry(tmp_path): "Ensure files with no heading, only body text are loaded." # Arrange entry = f""" - Bullet point 1 - Bullet point 2 """ data = { f"{tmp_path}": entry, } # Act # Extract Entries from specified Org files entries = OrgToEntries.extract_org_entries(org_files=data, max_tokens=3) # Assert assert len(entries) == 1 def test_get_org_files(tmp_path): "Ensure Org files specified via input-filter, input-files extracted" # Arrange # Include via input-filter globs group1_file1 = create_file(tmp_path, filename="group1-file1.org") group1_file2 = create_file(tmp_path, filename="group1-file2.org") group2_file1 = create_file(tmp_path, filename="group2-file1.org") group2_file2 = create_file(tmp_path, filename="group2-file2.org") # Include via input-file field orgfile1 = create_file(tmp_path, filename="orgfile1.org") # Not included by any filter create_file(tmp_path, filename="orgfile2.org") create_file(tmp_path, filename="text1.txt") expected_files = set( [ os.path.join(tmp_path, file.name) for file in [group1_file1, group1_file2, group2_file1, group2_file2, orgfile1] ] ) # Setup input-files, input-filters input_files = [tmp_path / "orgfile1.org"] input_filter = [tmp_path / "group1*.org", tmp_path / "group2*.org"] org_config = TextContentConfig( input_files=input_files, input_filter=[str(filter) for filter in input_filter], compressed_jsonl=tmp_path / "test.jsonl", embeddings_file=tmp_path / "test_embeddings.jsonl", ) # Act extracted_org_files = get_org_files(org_config) # Assert assert len(extracted_org_files) == 5 assert set(extracted_org_files.keys()) == expected_files def test_extract_entries_with_different_level_headings(tmp_path): "Extract org entries with different level headings." # Arrange entry = f""" * Heading 1 ** Sub-Heading 1.1 * Heading 2 """ data = { f"{tmp_path}": entry, } # Act # Extract Entries from specified Org files entries = OrgToEntries.extract_org_entries(org_files=data, index_heading_entries=True, max_tokens=3) for entry in entries: entry.raw = clean(f"{entry.raw}") # Assert assert len(entries) == 2 assert entries[0].raw == "* Heading 1\n** Sub-Heading 1.1\n", "Ensure entry includes heading ancestory" assert entries[1].raw == "* Heading 2\n" # Helper Functions def create_file(tmp_path, entry=None, filename="test.org"): org_file = tmp_path / filename org_file.touch() if entry: org_file.write_text(entry) return org_file def clean(entry): "Remove properties from entry for easier comparison." return re.sub(r"\n:PROPERTIES:(.*?):END:", "", entry, flags=re.DOTALL)