khoj/tests/test_text_search.py
Debanjum Singh Solanky 24676f95d8 Fix comments, use minimal test case, regenerate test index, merge debug logs
- Remove property drawer from test entry for max_words splitting test
  - Property drawer is not required for the test
  - Keep minimal test case to reduce chance for confusion
2022-12-25 22:33:04 -03:00

178 lines
7.4 KiB
Python

# System Packages
from copy import deepcopy
from pathlib import Path
# External Packages
import pytest
# Internal Packages
from src.utils.state import model
from src.search_type import text_search
from src.utils.rawconfig import ContentConfig, SearchConfig
from src.processor.org_mode.org_to_jsonl import OrgToJsonl
# Test
# ----------------------------------------------------------------------------------------------------
def test_asymmetric_setup_with_missing_file_raises_error(content_config: ContentConfig, search_config: SearchConfig):
# Arrange
file_to_index = Path(content_config.org.input_filter[0]).parent / "new_file_to_index.org"
new_org_content_config = deepcopy(content_config.org)
new_org_content_config.input_files = [f'{file_to_index}']
new_org_content_config.input_filter = None
# Act
# Generate notes embeddings during asymmetric setup
with pytest.raises(FileNotFoundError):
text_search.setup(OrgToJsonl, new_org_content_config, search_config.asymmetric, regenerate=True)
# ----------------------------------------------------------------------------------------------------
def test_asymmetric_setup_with_empty_file_raises_error(content_config: ContentConfig, search_config: SearchConfig):
# Arrange
file_to_index = Path(content_config.org.input_filter[0]).parent / "new_file_to_index.org"
file_to_index.touch()
new_org_content_config = deepcopy(content_config.org)
new_org_content_config.input_files = [f'{file_to_index}']
new_org_content_config.input_filter = None
# Act
# Generate notes embeddings during asymmetric setup
with pytest.raises(ValueError, match=r'^No valid entries found*'):
text_search.setup(OrgToJsonl, new_org_content_config, search_config.asymmetric, regenerate=True)
# Cleanup
# delete created test file
file_to_index.unlink()
# ----------------------------------------------------------------------------------------------------
def test_asymmetric_setup(content_config: ContentConfig, search_config: SearchConfig):
# Act
# Regenerate notes embeddings during asymmetric setup
notes_model = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=True)
# Assert
assert len(notes_model.entries) == 10
assert len(notes_model.corpus_embeddings) == 10
# ----------------------------------------------------------------------------------------------------
def test_asymmetric_search(content_config: ContentConfig, search_config: SearchConfig):
# Arrange
model.notes_search = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=True)
query = "How to git install application?"
# Act
hits, entries = text_search.query(
query,
model = model.notes_search,
rank_results=True)
results = text_search.collate_results(
hits,
entries,
count=1)
# Assert
# Actual_data should contain "Khoj via Emacs" entry
search_result = results[0].entry
assert "git clone" in search_result
# ----------------------------------------------------------------------------------------------------
def test_entry_chunking_by_max_tokens(content_config: ContentConfig, search_config: SearchConfig):
# Arrange
initial_notes_model= text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=True)
assert len(initial_notes_model.entries) == 10
assert len(initial_notes_model.corpus_embeddings) == 10
file_to_add_on_reload = Path(content_config.org.input_filter[0]).parent / "entry_exceeding_max_tokens.org"
content_config.org.input_files = [f'{file_to_add_on_reload}']
# Insert org-mode entry with size exceeding max token limit to new org file
max_tokens = 256
with open(file_to_add_on_reload, "w") as f:
f.write(f"* Entry more than {max_tokens} words\n")
for index in range(max_tokens+1):
f.write(f"{index} ")
# Act
# reload embeddings, entries, notes model after adding new org-mode file
initial_notes_model = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=False)
# Assert
# verify newly added org-mode entry is split by max tokens
assert len(initial_notes_model.entries) == 12
assert len(initial_notes_model.corpus_embeddings) == 12
# Cleanup
# delete reload test file added
content_config.org.input_files = []
file_to_add_on_reload.unlink()
# ----------------------------------------------------------------------------------------------------
def test_asymmetric_reload(content_config: ContentConfig, search_config: SearchConfig):
# Arrange
initial_notes_model= text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=True)
assert len(initial_notes_model.entries) == 10
assert len(initial_notes_model.corpus_embeddings) == 10
file_to_add_on_reload = Path(content_config.org.input_filter[0]).parent / "reload.org"
content_config.org.input_files = [f'{file_to_add_on_reload}']
# append Org-Mode Entry to first Org Input File in Config
with open(file_to_add_on_reload, "w") as f:
f.write("\n* A Chihuahua doing Tango\n- Saw a super cute video of a chihuahua doing the Tango on Youtube\n")
# regenerate notes jsonl, model embeddings and model to include entry from new file
regenerated_notes_model = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=True)
# Act
# reload embeddings, entries, notes model from previously generated notes jsonl and model embeddings files
initial_notes_model = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=False)
# Assert
assert len(regenerated_notes_model.entries) == 11
assert len(regenerated_notes_model.corpus_embeddings) == 11
# verify new entry loaded from updated embeddings, entries
assert len(initial_notes_model.entries) == 11
assert len(initial_notes_model.corpus_embeddings) == 11
# Cleanup
# delete reload test file added
content_config.org.input_files = []
file_to_add_on_reload.unlink()
# ----------------------------------------------------------------------------------------------------
def test_incremental_update(content_config: ContentConfig, search_config: SearchConfig):
# Arrange
initial_notes_model = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=True)
assert len(initial_notes_model.entries) == 10
assert len(initial_notes_model.corpus_embeddings) == 10
file_to_add_on_update = Path(content_config.org.input_filter[0]).parent / "update.org"
content_config.org.input_files = [f'{file_to_add_on_update}']
# append Org-Mode Entry to first Org Input File in Config
with open(file_to_add_on_update, "w") as f:
f.write("\n* A Chihuahua doing Tango\n- Saw a super cute video of a chihuahua doing the Tango on Youtube\n")
# Act
# update embeddings, entries with the newly added note
initial_notes_model = text_search.setup(OrgToJsonl, content_config.org, search_config.asymmetric, regenerate=False)
# verify new entry added in updated embeddings, entries
assert len(initial_notes_model.entries) == 11
assert len(initial_notes_model.corpus_embeddings) == 11
# Cleanup
# delete file added for update testing
content_config.org.input_files = []
file_to_add_on_update.unlink()