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langchain/libs/community/tests/unit_tests/document_loaders/test_obsidian.py

147 lines
4.7 KiB
Python

from pathlib import Path
from langchain_community.document_loaders.obsidian import ObsidianLoader
OBSIDIAN_EXAMPLE_PATH = Path(__file__).parent / "sample_documents" / "obsidian"
STANDARD_METADATA_FIELDS = {
"created",
"path",
"source",
"last_accessed",
"last_modified",
}
loader = ObsidianLoader(str(OBSIDIAN_EXAMPLE_PATH))
docs = loader.load()
def test_page_content_loaded() -> None:
"""Verify that all docs have page_content"""
assert len(docs) == 6
assert all(doc.page_content for doc in docs)
def test_disable_collect_metadata() -> None:
"""If collect_metadata is False, no additional metadata should be collected."""
loader_without_metadata = ObsidianLoader(
str(OBSIDIAN_EXAMPLE_PATH), collect_metadata=False
)
docs_wo = loader_without_metadata.load()
assert len(docs_wo) == 6
assert all(doc.page_content for doc in docs_wo)
assert all(set(doc.metadata) == STANDARD_METADATA_FIELDS for doc in docs_wo)
def test_metadata_without_frontmatter() -> None:
"""Verify docs without frontmatter, still have basic metadata."""
doc = next(doc for doc in docs if doc.metadata["source"] == "no_metadata.md")
assert set(doc.metadata) == STANDARD_METADATA_FIELDS
def test_metadata_with_frontmatter() -> None:
"""Verify a standard frontmatter field is loaded."""
doc = next(doc for doc in docs if doc.metadata["source"] == "frontmatter.md")
assert set(doc.metadata) == STANDARD_METADATA_FIELDS | {"tags"}
assert set(doc.metadata["tags"].split(",")) == {"journal/entry", "obsidian"}
def test_metadata_with_template_vars_in_frontmatter() -> None:
"""Verify frontmatter fields with template variables are loaded."""
doc = next(
doc for doc in docs if doc.metadata["source"] == "template_var_frontmatter.md"
)
FRONTMATTER_FIELDS = {
"aString",
"anArray",
"aDict",
"tags",
}
assert set(doc.metadata) == FRONTMATTER_FIELDS | STANDARD_METADATA_FIELDS
assert doc.metadata["aString"] == "{{var}}"
assert doc.metadata["anArray"] == "['element', '{{varElement}}']"
assert doc.metadata["aDict"] == "{'dictId1': 'val', 'dictId2': '{{varVal}}'}"
assert set(doc.metadata["tags"].split(",")) == {"tag", "{{varTag}}"}
def test_metadata_with_bad_frontmatter() -> None:
"""Verify a doc with non-yaml frontmatter."""
doc = next(doc for doc in docs if doc.metadata["source"] == "bad_frontmatter.md")
assert set(doc.metadata) == STANDARD_METADATA_FIELDS
def test_metadata_with_tags_and_frontmatter() -> None:
"""Verify a doc with frontmatter and tags/dataview tags are all added to
metadata."""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
FRONTMATTER_FIELDS = {
"aBool",
"aFloat",
"anInt",
"anArray",
"aString",
"aDict",
"tags",
}
DATAVIEW_FIELDS = {"dataview1", "dataview2", "dataview3"}
assert (
set(doc.metadata)
== STANDARD_METADATA_FIELDS | FRONTMATTER_FIELDS | DATAVIEW_FIELDS
)
def test_tags_in_page_content() -> None:
"""Verify a doc with tags are included in the metadata"""
doc = next(doc for doc in docs if doc.metadata["source"] == "no_frontmatter.md")
assert set(doc.metadata) == STANDARD_METADATA_FIELDS | {"tags"}
def test_boolean_metadata() -> None:
"""Verify boolean metadata is loaded correctly"""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
assert doc.metadata["aBool"]
def test_float_metadata() -> None:
"""Verify float metadata is loaded correctly"""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
assert doc.metadata["aFloat"] == 13.12345
def test_int_metadata() -> None:
"""Verify int metadata is loaded correctly"""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
assert doc.metadata["anInt"] == 15
def test_string_metadata() -> None:
"""Verify string metadata is loaded correctly"""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
assert doc.metadata["aString"] == "string value"
def test_array_metadata() -> None:
"""Verify array metadata is loaded as a string"""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
assert doc.metadata["anArray"] == "['one', 'two', 'three']"
def test_dict_metadata() -> None:
"""Verify dict metadata is stored as a string"""
doc = next(
doc for doc in docs if doc.metadata["source"] == "tags_and_frontmatter.md"
)
assert doc.metadata["aDict"] == "{'dictId1': '58417', 'dictId2': 1500}"