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opensearch-project#284: Add support for connectors (opensearch-projec…
…t#345) * add connectors Signed-off-by: kalyan <[email protected]> * update Signed-off-by: kalyan <[email protected]> * fix Signed-off-by: kalyan <[email protected]> * rename Signed-off-by: kalyanr <[email protected]> * add tests Signed-off-by: kalyan <[email protected]> * fix Signed-off-by: kalyan <[email protected]> * fix Signed-off-by: kalyan <[email protected]> * lint fix Signed-off-by: kalyan <[email protected]> * update changelog Signed-off-by: kalyan <[email protected]> * increase test coverage Signed-off-by: kalyan <[email protected]> --------- Signed-off-by: kalyan <[email protected]> Signed-off-by: kalyanr <[email protected]>
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# SPDX-License-Identifier: Apache-2.0 | ||
# The OpenSearch Contributors require contributions made to | ||
# this file be licensed under the Apache-2.0 license or a | ||
# compatible open source license. | ||
# Any modifications Copyright OpenSearch Contributors. See | ||
# GitHub history for details. | ||
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from opensearchpy import OpenSearch | ||
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from opensearch_py_ml.ml_commons.ml_common_utils import ML_BASE_URI | ||
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class Connector: | ||
def __init__(self, os_client: OpenSearch): | ||
self.client = os_client | ||
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def create_standalone_connector(self, payload: dict): | ||
if not isinstance(payload, dict): | ||
raise ValueError("payload needs to be a dictionary") | ||
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return self.client.transport.perform_request( | ||
method="POST", url=f"{ML_BASE_URI}/connectors/_create", body=payload | ||
) | ||
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def list_connectors(self): | ||
search_query = {"query": {"match_all": {}}} | ||
return self.search_connectors(search_query) | ||
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def search_connectors(self, search_query: dict): | ||
if not isinstance(search_query, dict): | ||
raise ValueError("search_query needs to be a dictionary") | ||
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return self.client.transport.perform_request( | ||
method="POST", url=f"{ML_BASE_URI}/connectors/_search", body=search_query | ||
) | ||
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def get_connector(self, connector_id: str): | ||
if not isinstance(connector_id, str): | ||
raise ValueError("connector_id needs to be a string") | ||
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return self.client.transport.perform_request( | ||
method="GET", url=f"{ML_BASE_URI}/connectors/{connector_id}" | ||
) | ||
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def delete_connector(self, connector_id: str): | ||
if not isinstance(connector_id, str): | ||
raise ValueError("connector_id needs to be a string") | ||
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return self.client.transport.perform_request( | ||
method="DELETE", url=f"{ML_BASE_URI}/connectors/{connector_id}" | ||
) |
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# SPDX-License-Identifier: Apache-2.0 | ||
# The OpenSearch Contributors require contributions made to | ||
# this file be licensed under the Apache-2.0 license or a | ||
# compatible open source license. | ||
# Any modifications Copyright OpenSearch Contributors. See | ||
# GitHub history for details. | ||
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import os | ||
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import pytest | ||
from opensearchpy.exceptions import NotFoundError, RequestError | ||
from packaging.version import parse as parse_version | ||
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from opensearch_py_ml.ml_commons.model_connector import Connector | ||
from tests import OPENSEARCH_TEST_CLIENT | ||
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OPENSEARCH_VERSION = parse_version(os.environ.get("OPENSEARCH_VERSION", "2.11.0")) | ||
CONNECTOR_MIN_VERSION = parse_version("2.9.0") | ||
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@pytest.fixture | ||
def client(): | ||
return Connector(OPENSEARCH_TEST_CLIENT) | ||
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def _safe_delete_connector(client, connector_id): | ||
try: | ||
client.delete_connector(connector_id=connector_id) | ||
except NotFoundError: | ||
pass | ||
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@pytest.fixture | ||
def connector_payload(): | ||
return { | ||
"name": "Test Connector", | ||
"description": "Connector for testing", | ||
"version": 1, | ||
"protocol": "http", | ||
"parameters": {"endpoint": "api.openai.com", "model": "gpt-3.5-turbo"}, | ||
"credential": {"openAI_key": "..."}, | ||
"actions": [ | ||
{ | ||
"action_type": "predict", | ||
"method": "POST", | ||
"url": "https://${parameters.endpoint}/v1/chat/completions", | ||
"headers": {"Authorization": "Bearer ${credential.openAI_key}"}, | ||
"request_body": '{ "model": "${parameters.model}", "messages": ${parameters.messages} }', | ||
} | ||
], | ||
} | ||
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@pytest.fixture | ||
def test_connector(client: Connector, connector_payload: dict): | ||
res = client.create_standalone_connector(connector_payload) | ||
connector_id = res["connector_id"] | ||
yield connector_id | ||
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_safe_delete_connector(client, connector_id) | ||
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@pytest.mark.skipif( | ||
OPENSEARCH_VERSION < CONNECTOR_MIN_VERSION, | ||
reason="Connectors are supported in OpenSearch 2.9.0 and above", | ||
) | ||
def test_create_standalone_connector(client: Connector, connector_payload: dict): | ||
res = client.create_standalone_connector(connector_payload) | ||
assert "connector_id" in res | ||
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_safe_delete_connector(client, res["connector_id"]) | ||
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with pytest.raises(ValueError): | ||
client.create_standalone_connector("") | ||
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@pytest.mark.skipif( | ||
OPENSEARCH_VERSION < CONNECTOR_MIN_VERSION, | ||
reason="Connectors are supported in OpenSearch 2.9.0 and above", | ||
) | ||
def test_list_connectors(client, test_connector): | ||
try: | ||
res = client.list_connectors() | ||
assert len(res["hits"]["hits"]) > 0 | ||
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# check if test_connector id is in the response | ||
found = False | ||
for each in res["hits"]["hits"]: | ||
if each["_id"] == test_connector: | ||
found = True | ||
break | ||
assert found, "Test connector not found in list connectors response" | ||
except Exception as ex: | ||
assert False, f"Failed to list connectors due to {ex}" | ||
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@pytest.mark.skipif( | ||
OPENSEARCH_VERSION < CONNECTOR_MIN_VERSION, | ||
reason="Connectors are supported in OpenSearch 2.9.0 and above", | ||
) | ||
def test_search_connectors(client, test_connector): | ||
try: | ||
query = {"query": {"match": {"name": "Test Connector"}}} | ||
res = client.search_connectors(query) | ||
assert len(res["hits"]["hits"]) > 0 | ||
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# check if test_connector id is in the response | ||
found = False | ||
for each in res["hits"]["hits"]: | ||
if each["_id"] == test_connector: | ||
found = True | ||
break | ||
assert found, "Test connector not found in search connectors response" | ||
except Exception as ex: | ||
assert False, f"Failed to search connectors due to {ex}" | ||
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with pytest.raises(ValueError): | ||
client.search_connectors("test") | ||
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@pytest.mark.skipif( | ||
OPENSEARCH_VERSION < CONNECTOR_MIN_VERSION, | ||
reason="Connectors are supported in OpenSearch 2.9.0 and above", | ||
) | ||
def test_get_connector(client, test_connector): | ||
try: | ||
res = client.get_connector(connector_id=test_connector) | ||
assert res["name"] == "Test Connector" | ||
except Exception as ex: | ||
assert False, f"Failed to get connector due to {ex}" | ||
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with pytest.raises(ValueError): | ||
client.get_connector(connector_id=None) | ||
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with pytest.raises(RequestError) as exec_info: | ||
client.get_connector(connector_id="test-unknown") | ||
assert exec_info.value.status_code == 400 | ||
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@pytest.mark.skipif( | ||
OPENSEARCH_VERSION < CONNECTOR_MIN_VERSION, | ||
reason="Connectors are supported in OpenSearch 2.9.0 and above", | ||
) | ||
def test_delete_connector(client, test_connector): | ||
try: | ||
res = client.delete_connector(connector_id=test_connector) | ||
assert res["result"] == "deleted" | ||
except Exception as ex: | ||
assert False, f"Failed to delete connector due to {ex}" | ||
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try: | ||
res = client.delete_connector(connector_id="unknown") | ||
assert res["result"] == "not_found" | ||
except Exception as ex: | ||
assert False, f"Failed to delete connector due to {ex}" | ||
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with pytest.raises(ValueError): | ||
client.delete_connector(connector_id={"test": "fail"}) |