mirror of
https://github.com/hwchase17/langchain.git
synced 2025-09-01 02:50:47 +00:00
community[minor]: Add async methods to AstraDBLoader (#16652)
This commit is contained in:
committed by
GitHub
parent
38425c99d2
commit
36e432672a
@@ -13,11 +13,18 @@ Required to run this test:
|
||||
import json
|
||||
import os
|
||||
import uuid
|
||||
from typing import TYPE_CHECKING
|
||||
|
||||
import pytest
|
||||
|
||||
from langchain_community.document_loaders.astradb import AstraDBLoader
|
||||
|
||||
if TYPE_CHECKING:
|
||||
from astrapy.db import (
|
||||
AstraDBCollection,
|
||||
AsyncAstraDBCollection,
|
||||
)
|
||||
|
||||
ASTRA_DB_APPLICATION_TOKEN = os.getenv("ASTRA_DB_APPLICATION_TOKEN")
|
||||
ASTRA_DB_API_ENDPOINT = os.getenv("ASTRA_DB_API_ENDPOINT")
|
||||
ASTRA_DB_KEYSPACE = os.getenv("ASTRA_DB_KEYSPACE")
|
||||
@@ -28,7 +35,7 @@ def _has_env_vars() -> bool:
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
def astra_db_collection():
|
||||
def astra_db_collection() -> "AstraDBCollection":
|
||||
from astrapy.db import AstraDB
|
||||
|
||||
astra_db = AstraDB(
|
||||
@@ -38,21 +45,41 @@ def astra_db_collection():
|
||||
)
|
||||
collection_name = f"lc_test_loader_{str(uuid.uuid4()).split('-')[0]}"
|
||||
collection = astra_db.create_collection(collection_name)
|
||||
collection.insert_many([{"foo": "bar", "baz": "qux"}] * 20)
|
||||
collection.insert_many(
|
||||
[{"foo": "bar2", "baz": "qux"}] * 4 + [{"foo": "bar", "baz": "qux"}] * 4
|
||||
)
|
||||
|
||||
yield collection
|
||||
|
||||
astra_db.delete_collection(collection_name)
|
||||
|
||||
|
||||
@pytest.fixture
|
||||
async def async_astra_db_collection() -> "AsyncAstraDBCollection":
|
||||
from astrapy.db import AsyncAstraDB
|
||||
|
||||
astra_db = AsyncAstraDB(
|
||||
token=ASTRA_DB_APPLICATION_TOKEN,
|
||||
api_endpoint=ASTRA_DB_API_ENDPOINT,
|
||||
namespace=ASTRA_DB_KEYSPACE,
|
||||
)
|
||||
collection_name = f"lc_test_loader_{str(uuid.uuid4()).split('-')[0]}"
|
||||
collection = await astra_db.create_collection(collection_name)
|
||||
await collection.insert_many([{"foo": "bar", "baz": "qux"}] * 20)
|
||||
await collection.insert_many(
|
||||
[{"foo": "bar2", "baz": "qux"}] * 4 + [{"foo": "bar", "baz": "qux"}] * 4
|
||||
)
|
||||
|
||||
yield collection
|
||||
|
||||
await astra_db.delete_collection(collection_name)
|
||||
|
||||
|
||||
@pytest.mark.requires("astrapy")
|
||||
@pytest.mark.skipif(not _has_env_vars(), reason="Missing Astra DB env. vars")
|
||||
class TestAstraDB:
|
||||
def test_astradb_loader(self, astra_db_collection) -> None:
|
||||
astra_db_collection.insert_many([{"foo": "bar", "baz": "qux"}] * 20)
|
||||
astra_db_collection.insert_many(
|
||||
[{"foo": "bar2", "baz": "qux"}] * 4 + [{"foo": "bar", "baz": "qux"}] * 4
|
||||
)
|
||||
|
||||
def test_astradb_loader(self, astra_db_collection: "AstraDBCollection") -> None:
|
||||
loader = AstraDBLoader(
|
||||
astra_db_collection.collection_name,
|
||||
token=ASTRA_DB_APPLICATION_TOKEN,
|
||||
@@ -79,9 +106,9 @@ class TestAstraDB:
|
||||
"collection": astra_db_collection.collection_name,
|
||||
}
|
||||
|
||||
def test_extraction_function(self, astra_db_collection) -> None:
|
||||
astra_db_collection.insert_many([{"foo": "bar", "baz": "qux"}] * 20)
|
||||
|
||||
def test_extraction_function(
|
||||
self, astra_db_collection: "AstraDBCollection"
|
||||
) -> None:
|
||||
loader = AstraDBLoader(
|
||||
astra_db_collection.collection_name,
|
||||
token=ASTRA_DB_APPLICATION_TOKEN,
|
||||
@@ -94,3 +121,51 @@ class TestAstraDB:
|
||||
doc = next(docs)
|
||||
|
||||
assert doc.page_content == "bar"
|
||||
|
||||
async def test_astradb_loader_async(
|
||||
self, async_astra_db_collection: "AsyncAstraDBCollection"
|
||||
) -> None:
|
||||
await async_astra_db_collection.insert_many([{"foo": "bar", "baz": "qux"}] * 20)
|
||||
await async_astra_db_collection.insert_many(
|
||||
[{"foo": "bar2", "baz": "qux"}] * 4 + [{"foo": "bar", "baz": "qux"}] * 4
|
||||
)
|
||||
|
||||
loader = AstraDBLoader(
|
||||
async_astra_db_collection.collection_name,
|
||||
token=ASTRA_DB_APPLICATION_TOKEN,
|
||||
api_endpoint=ASTRA_DB_API_ENDPOINT,
|
||||
namespace=ASTRA_DB_KEYSPACE,
|
||||
nb_prefetched=1,
|
||||
projection={"foo": 1},
|
||||
find_options={"limit": 22},
|
||||
filter_criteria={"foo": "bar"},
|
||||
)
|
||||
docs = await loader.aload()
|
||||
|
||||
assert len(docs) == 22
|
||||
ids = set()
|
||||
for doc in docs:
|
||||
content = json.loads(doc.page_content)
|
||||
assert content["foo"] == "bar"
|
||||
assert "baz" not in content
|
||||
assert content["_id"] not in ids
|
||||
ids.add(content["_id"])
|
||||
assert doc.metadata == {
|
||||
"namespace": async_astra_db_collection.astra_db.namespace,
|
||||
"api_endpoint": async_astra_db_collection.astra_db.base_url,
|
||||
"collection": async_astra_db_collection.collection_name,
|
||||
}
|
||||
|
||||
async def test_extraction_function_async(
|
||||
self, async_astra_db_collection: "AsyncAstraDBCollection"
|
||||
) -> None:
|
||||
loader = AstraDBLoader(
|
||||
async_astra_db_collection.collection_name,
|
||||
token=ASTRA_DB_APPLICATION_TOKEN,
|
||||
api_endpoint=ASTRA_DB_API_ENDPOINT,
|
||||
namespace=ASTRA_DB_KEYSPACE,
|
||||
find_options={"limit": 30},
|
||||
extraction_function=lambda x: x["foo"],
|
||||
)
|
||||
doc = await anext(loader.alazy_load())
|
||||
assert doc.page_content == "bar"
|
||||
|
Reference in New Issue
Block a user