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34 changes: 27 additions & 7 deletions awswrangler/opensearch/_read.py
Original file line number Diff line number Diff line change
Expand Up @@ -41,12 +41,24 @@ def _hit_to_row(hit: Mapping[str, Any]) -> Mapping[str, Any]:
return row


def _search_response_to_documents(response: Mapping[str, Any]) -> list[Mapping[str, Any]]:
return [_hit_to_row(hit) for hit in response.get("hits", {}).get("hits", [])]


def _search_response_to_df(response: Mapping[str, Any] | Any) -> pd.DataFrame:
return pd.DataFrame(_search_response_to_documents(response))
def _search_response_to_documents(
response: Mapping[str, Any], aggregations: list[str] | None = None
) -> list[Mapping[str, Any]]:
hits = response.get("hits", {}).get("hits", [])
if not hits and aggregations:
hits = [
dict(aggregation_hit, _aggregation_name=aggregation_name)
for aggregation_name in aggregations
for aggregation_hit in response.get("aggregations", {})
.get(aggregation_name, {})
.get("hits", {})
.get("hits", [])
]
return [_hit_to_row(hit) for hit in hits]


def _search_response_to_df(response: Mapping[str, Any] | Any, aggregations: list[str] | None = None) -> pd.DataFrame:
return pd.DataFrame(_search_response_to_documents(response=response, aggregations=aggregations))


@_utils.check_optional_dependency(opensearchpy, "opensearchpy")
Expand Down Expand Up @@ -128,8 +140,16 @@ def search(
documents = [_hit_to_row(doc) for doc in documents_generator]
df = pd.DataFrame(documents)
else:
aggregations = (
list(search_body.get("aggregations", {}).keys() or search_body.get("aggs", {}).keys())
if search_body
else None
)
response = client.search(index=index, body=search_body, filter_path=filter_path, **kwargs)
df = _search_response_to_df(response)
df = _search_response_to_df(
response=response,
aggregations=aggregations,
)
return df


Expand Down
35 changes: 35 additions & 0 deletions tests/unit/test_opensearch.py
Original file line number Diff line number Diff line change
Expand Up @@ -424,6 +424,41 @@ def test_search_scroll(client):
wr.opensearch.delete_index(client, index)


def test_search_aggregation(client):
index = f"test_search_agg_{_get_unique_suffix()}"
kwargs = {} if _is_serverless(client) else {"refresh": "wait_for"}
try:
wr.opensearch.index_documents(
client,
documents=inspections_documents,
index=index,
id_keys=["inspection_id"],
**kwargs,
)
if _is_serverless(client):
# The refresh interval for OpenSearch Serverless is between 10 and 30 seconds
# depending on the size of the request.
time.sleep(30)
df = wr.opensearch.search(
client,
index=index,
search_body={
"aggregations": {
"latest_inspections": {"top_hits": {"sort": [{"inspection_date": {"order": "asc"}}], "size": 1}},
"lowest_inspection_score": {
"top_hits": {"sort": [{"inspection_score": {"order": "asc"}}], "size": 1}
},
}
},
filter_path=["aggregations"],
)
assert df.shape[0] == 2
assert len(df.loc[df["_aggregation_name"] == "latest_inspections"]) == 1
assert len(df.loc[df["_aggregation_name"] == "lowest_inspection_score"]) == 1
finally:
wr.opensearch.delete_index(client, index)


@pytest.mark.parametrize("fetch_size", [None, 1000, 10000])
@pytest.mark.parametrize("fetch_size_param_name", ["size", "fetch_size"])
def test_search_sql(client, fetch_size, fetch_size_param_name):
Expand Down
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