From a785c735b284f4f602ba8eea4e73624bc2243ab7 Mon Sep 17 00:00:00 2001 From: Marcello Leida <32846138+mleida-stratio@users.noreply.github.com> Date: Fri, 15 Nov 2024 10:56:59 +0100 Subject: [PATCH] [ROCK-13112] Add opensearch chain example (#4) --- Jenkinsfile | 4 +- README.md | 2 +- basic-actor-chain-example/README.md | 4 +- .../basic_actor_chain_example/main.py | 7 +- opensearch-chain-example/README.md | 90 + .../opensearch_chain_example/__init__.py | 0 .../opensearch_chain_example/chain.py | 160 + .../constants/__init__.py | 0 .../constants/constants.py | 16 + .../opensearch_chain_example/main.py | 63 + .../services/__init__.py | 0 .../services/opensearch_service.py | 105 + opensearch-chain-example/poetry.lock | 6268 +++++++++++++++++ opensearch-chain-example/pyproject.toml | 93 + opensearch-chain-example/tests/__init__.py | 0 .../tests/integration/__init__.py | 0 .../opensearch_chain_example/__init__.py | 0 .../tests/unit/__init__.py | 0 .../unit/opensearch_chain_example/__init__.py | 0 .../opensearch_chain_example/test_chain.py | 152 + release-modules | 1 + 21 files changed, 6957 insertions(+), 8 deletions(-) create mode 100644 opensearch-chain-example/README.md create mode 100644 opensearch-chain-example/opensearch_chain_example/__init__.py create mode 100644 opensearch-chain-example/opensearch_chain_example/chain.py create mode 100644 opensearch-chain-example/opensearch_chain_example/constants/__init__.py create mode 100644 opensearch-chain-example/opensearch_chain_example/constants/constants.py create mode 100644 opensearch-chain-example/opensearch_chain_example/main.py create mode 100644 opensearch-chain-example/opensearch_chain_example/services/__init__.py create mode 100644 opensearch-chain-example/opensearch_chain_example/services/opensearch_service.py create mode 100644 opensearch-chain-example/poetry.lock create mode 100644 opensearch-chain-example/pyproject.toml create mode 100644 opensearch-chain-example/tests/__init__.py create mode 100644 opensearch-chain-example/tests/integration/__init__.py create mode 100644 opensearch-chain-example/tests/integration/opensearch_chain_example/__init__.py create mode 100644 opensearch-chain-example/tests/unit/__init__.py create mode 100644 opensearch-chain-example/tests/unit/opensearch_chain_example/__init__.py create mode 100644 opensearch-chain-example/tests/unit/opensearch_chain_example/test_chain.py diff --git a/Jenkinsfile b/Jenkinsfile index 49cfb15..47663f9 100644 --- a/Jenkinsfile +++ b/Jenkinsfile @@ -25,8 +25,8 @@ hose { "sonar.exclusions": "*/tests/**,*/scripts/**,*/pytest-coverage.xml", "sonar.tests": ".", "sonar.test.inclusions": "*/tests/**", - "sonar.python.coverage.reportPaths": "basic-actor-chain-example/pytest-coverage.xml,virtualizer-chain-example/pytest-coverage.xml", - "sonar.python.pylint.reportPaths": "basic-actor-chain-example/pylint-report.txt,virtualizer-chain-example/pylint-report.txt", + "sonar.python.coverage.reportPaths": "basic-actor-chain-example/pytest-coverage.xml,virtualizer-chain-example/pytest-coverage.xml,opensearch-chain-example/pytest-coverage.xml", + "sonar.python.pylint.reportPaths": "basic-actor-chain-example/pylint-report.txt,virtualizer-chain-example/pylint-report.txt,opensearch-chain-example/pylint-report.txt", "sonar.scm.disabled": "true" ] ) diff --git a/README.md b/README.md index 42a215f..deedf2a 100644 --- a/README.md +++ b/README.md @@ -7,7 +7,7 @@ There are four basic chains that you can use as a starting point to create your # TODO: Add the links to the chains once merged * [Basic Actor Chain](basic-actor-chain-example/README.md): Examples of a chain that implements a basic actor and invokes it. * [Stratio Virtualizer Chain](./virtualizer-chain-example/README.md): Example of a GenAI chain that connects to the Stratio Virtualizer service to perform a query. -* [Opensearch Chain](./README.md): Example of a GenAI chain that connects to Opensearch service and processes the result of a search. +* [Opensearch Chain](opensearch-chain-example/README.md): Example of a GenAI chain that connects to Opensearch service and processes the result of a search. * [Memory Chain](./README.md): Example of a GenAI chain that persist the user's conversation in order to remember the context. Please check the readme of each chain for more information. diff --git a/basic-actor-chain-example/README.md b/basic-actor-chain-example/README.md index f31e4a8..893ca6d 100644 --- a/basic-actor-chain-example/README.md +++ b/basic-actor-chain-example/README.md @@ -28,8 +28,8 @@ An example of request body for the invoke POST is the following: "metadata": { "__genai_state": { "client_auth_type": "mtls", - "client_user_id": "Alice", - "client_tenant": "s000001" + "client_user_id": "your-user", + "client_tenant": "your-tenant" } } } diff --git a/basic-actor-chain-example/basic_actor_chain_example/main.py b/basic-actor-chain-example/basic_actor_chain_example/main.py index 0d2712b..6b3a9b9 100644 --- a/basic-actor-chain-example/basic_actor_chain_example/main.py +++ b/basic-actor-chain-example/basic_actor_chain_example/main.py @@ -25,8 +25,8 @@ def main(): "metadata": { "__genai_state": { "client_auth_type": "mtls", - "client_user_id": "Alice", - "client_tenant": "s000001" + "client_user_id": "your-user", + "client_tenant": "your-tenant" } } } @@ -49,5 +49,6 @@ def main(): if __name__ == "__main__": - # Before running this script, refer to the README.md file to know how to set up your environment correctly in order to communicate with the Stratio GenAI Gateway + # Before running this script, refer to the README.md file to know how to set up + # your environment correctly in order to communicate with the Stratio GenAI Gateway main() diff --git a/opensearch-chain-example/README.md b/opensearch-chain-example/README.md new file mode 100644 index 0000000..bb71ba5 --- /dev/null +++ b/opensearch-chain-example/README.md @@ -0,0 +1,90 @@ +# Example chain that connects to Opensearch service + +This is an example of a GenAI chain that connects to Opensearch service and processes the result of a search. + +For the specific case of this example chain, we developed an OpenSearch utility service that connects to an OpenSearch service and performs a search on a specific index and table. + +In ths example, we assume that an external process created the index using the name of the database +and added documents by analyzing the data in the tables and indexing the selected columns with all their possible values, +creating document with the following fields: + +* _table_: the table name, +* _column_: the column name, +* _value_: the value of the column. + +the query coded in the service, returns the first documents that matches the search value in a specific table and column. +The chain will present the first of these value as the result of the chain if a result is found. + +## Local deployment + +Please refer to the main [README.md](../README.md) for instructions on how to set up the development environment. + +You need to specify the Opensearch that the chain will connect to. This is normally specified in the deployment configuration of the chain when registering it in *Stratio GenAI API*. While developing locally, you run your chain in a standalone server which is started by running the the `main.py` script. This scripts obtains the Opensearch URL from the `OPENSEARCH_URL` environment variable, so you should set it with correct value before starting the chain. If accesssing Opensearch through the *Stratio GenAI Developer Proxy*, it would be something like: +``` +$ export OPENSEARCH_URL="https://genai-developer-proxy-loadbalancer.s000001-genai.k8s.fifteen.labs.stratio.com:8080/service/opensearch" +``` +Also, make sure that you have set the environment variables with your certificates so that the Vault client does not try to connect to Vault: +``` +$ export VAULT_LOCAL_CLIENT_CERT="/path/to/cert.crt" +$ export VAULT_LOCAL_CLIENT_KEY="/path/to/private-key.key" +$ export VAULT_LOCAL_CA_CERTS="/path/to/ca-cert.crt" +``` + +Finally, you can now run the chain locally by calling the `main.py` script in the poetry environment + +``` +$ poetry run python opensearch_chain_example/main.py +``` + +In case you want to debug the chain, you can run it in PyCharm as explained in the main [README.md](../README.md) file. + +Once started, the chain will expose a swagger UI in the following URL: `http://0.0.0.0:8080/`. + +You can test your chain either via the swagger UI exposed by the local chain server, or with curl. + +An example of request body for the invoke POST is the following: + +```json +{ + "input": { + "search_value":"value_to_search", + "collection_name":"index_name", + "table_value":"table_name", + "column_value":"column_name" + }, + "config": { + "metadata": { + "__genai_state": { + "client_auth_type": "mtls", + "client_user_id": "your-user", + "client_tenant": "your-tenant" + } + } + } +} +``` + +Note that the values in the example provided should be adapted to the data present in the OpenSearch service. + +The `"config"` key with the extra metadata is normally added by GenAI API before passing the input to the chain, +but while developing locally you should add it by hand. + +### Run tests + +Run in PyCharm: + +* Execute the /tests folder. It works in debug mode too. + +Run in the terminal: + +* Execute `poetry run pytest` +* Only unit test: `poetry run pytest tests/unit` +* Only integration test: `poetry run pytest tests/integration`. + +### Code quality + +Run in the terminal: + +* To format the code execute `poetry run black ./` +* To lint the code execute `poetry run pylint './**/'` +* To check the types execute `poetry run mypy ./` \ No newline at end of file diff --git a/opensearch-chain-example/opensearch_chain_example/__init__.py b/opensearch-chain-example/opensearch_chain_example/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/opensearch_chain_example/chain.py b/opensearch-chain-example/opensearch_chain_example/chain.py new file mode 100644 index 0000000..4a2c6d1 --- /dev/null +++ b/opensearch-chain-example/opensearch_chain_example/chain.py @@ -0,0 +1,160 @@ +""" +© 2024 Stratio Big Data Inc., Sucursal en España. All rights reserved. + +This software – including all its source code – contains proprietary +information of Stratio Big Data Inc., Sucursal en España and +may not be revealed, sold, transferred, modified, distributed or +otherwise made available, licensed or sublicensed to third parties; +nor reverse engineered, disassembled or decompiled, without express +written authorization from Stratio Big Data Inc., Sucursal en España. +""" +from abc import ABC +from typing import Optional + +from genai_core.chain.base import BaseGenAiChain +from genai_core.clients.vault.vault_client import VaultClient +from genai_core.logger.logger import log +from genai_core.runnables.common_runnables import runnable_extract_genai_auth +from langchain_core.runnables import Runnable, chain + +from opensearch_chain_example.constants.constants import ( + OPENSEARCH_SEARCH_VALUE_KEY, + OPENSEARCH_COLLECTION_NAME_KEY, + OPENSEARCH_TABLE_VALUE_KEY, + OPENSEARCH_COLUMN_VALUE_KEY, + OPENSEARCH_RESULT_KEY, + OPENSEARCH_NO_RESULTS, +) +from opensearch_chain_example.services.opensearch_service import OpenSearchService + + +class OpenSearchChain(BaseGenAiChain, ABC): + """ + Example of a GenAI Chain that interacts with OpenSearch service to obtain and process the result of a search. + + """ + + def __init__( + self, opensearch_url: Optional[str] = None, opensearch_min_score: int = 5 + ): + log.info("Preparing OpenSearch Example chain") + self.opensearch_min_score = opensearch_min_score + self.opensearch_service = self._init_opensearch(opensearch_url) + log.info("OpenSearch Example chain ready!") + + def _init_opensearch(self, opensearch_url: str) -> OpenSearchService: + """ + This method initializes the OpenSearch service client to interact with an OpenSearch + service. + + Args: + opensearch_url (str): The URL of the OpenSearch instance. + + Returns: + OpenSearchService: The OpenSearch service client instance. + + """ + # get certificates + # get the needed certificates to connect to OpenSearch + cert, key, ca = self._init_credentials() + # Init OpenSearch + try: + log.info(f"Trying to connect with OpenSearch {opensearch_url}...") + opensearch_service = OpenSearchService( + opensearch_url=opensearch_url, + ca_certs=ca, + client_cert=cert, + client_key=key, + ) + assert opensearch_service.client.indices.get_alias("*") + log.info(f"Connected with OpenSearch") + except Exception as error: + error_msg = f"Unable to init OpenSearch Chain. Unable to validate connection with OpenSearch. Error: {error}" + log.error(error_msg) + raise RuntimeError(error_msg) + return opensearch_service + + def chain(self) -> Runnable: + """ + Returns a Langchain Runnable with an invoke method. When invoking the chain, + the body of the request will be passed to the invoke method. + + :return: A Runnable instance representing the chain. + """ + + @chain + def _ask_opensearch(chain_data: dict) -> dict: + """ + This method queries the OpenSearch service with the user request and returns the response. + The response is stored in the chain_data dictionary with the key 'opensearch_response'. + + Args: + chain_data (dict): The input data for the chain. + + Returns: + dict: The chain data with the response from the OpenSearch service. + """ + try: + search_value = chain_data[OPENSEARCH_SEARCH_VALUE_KEY] + collection_name = chain_data[OPENSEARCH_COLLECTION_NAME_KEY] + table_value = chain_data[OPENSEARCH_TABLE_VALUE_KEY] + column_value = chain_data[OPENSEARCH_COLUMN_VALUE_KEY] + + log.info( + f"Searching for value '{search_value}' in {collection_name},{table_value},{column_value}", + chain_data, + ) + search_result = self.opensearch_service.search_filter_values( + collection_name, + table_value, + column_value, + search_value, + self.opensearch_min_score, + ) + if len(search_result["hits"]["hits"]) == 0: + log.info( + OPENSEARCH_NO_RESULTS, + chain_data, + ) + chain_data[OPENSEARCH_RESULT_KEY] = OPENSEARCH_NO_RESULTS + else: + first_value = search_result["hits"]["hits"][0]["_source"]["value"] + chain_data[ + OPENSEARCH_RESULT_KEY + ] = f"For the requested search value '{search_value}' in the column '{column_value}' of the table '{table_value}', the first result is '{first_value}'." + + except Exception as e: + log.error( + f"Unable to search index. Exception: {e}", + chain_data, + ) + chain_data[ + OPENSEARCH_RESULT_KEY + ] = f"Unable to search index. Exception: {e}" + return chain_data + + return runnable_extract_genai_auth() | _ask_opensearch + + @staticmethod + def _init_credentials(): + """ + This method obtains and sets the certificates needed to access OpenSearch service. + In production, the certificates are obtained from Vault, but for local development, you can + define the following environment variables and the VaultClient will use those to obtain the + certificates instead of trying to access Vault: + VAULT_LOCAL_CLIENT_CERT + VAULT_LOCAL_CLIENT_KEY + VAULT_LOCAL_CA_CERTS + For the production case, where the chain is executed inside GenAI API, you don't need to + explicitly pass the Vault connection details (hot, port and token) since these fields are + inferred from environment variables that are automatically set by GenAI API + """ + try: + vault = VaultClient() + cert, key = vault.get_service_certificate_pem_paths() + ca = vault.get_ca_bundle_pem_path() + return cert, key, ca + except Exception as e: + error_msg = f"Unable to init OpenSearch Chain. Unable to init vault and load credentials. Error: {e}" + log.error(error_msg) + raise RuntimeError(error_msg) from e diff --git a/opensearch-chain-example/opensearch_chain_example/constants/__init__.py b/opensearch-chain-example/opensearch_chain_example/constants/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/opensearch_chain_example/constants/constants.py b/opensearch-chain-example/opensearch_chain_example/constants/constants.py new file mode 100644 index 0000000..3336c36 --- /dev/null +++ b/opensearch-chain-example/opensearch_chain_example/constants/constants.py @@ -0,0 +1,16 @@ +""" +© 2024 Stratio Big Data Inc., Sucursal en España. All rights reserved. + +This software – including all its source code – contains proprietary +information of Stratio Big Data Inc., Sucursal en España and +may not be revealed, sold, transferred, modified, distributed or +otherwise made available, licensed or sublicensed to third parties; +nor reverse engineered, disassembled or decompiled, without express +written authorization from Stratio Big Data Inc., Sucursal en España. +""" +OPENSEARCH_SEARCH_VALUE_KEY = "search_value" +OPENSEARCH_COLLECTION_NAME_KEY = "collection_name" +OPENSEARCH_TABLE_VALUE_KEY = "table_value" +OPENSEARCH_COLUMN_VALUE_KEY = "column_value" +OPENSEARCH_RESULT_KEY = "opensearch_result" +OPENSEARCH_NO_RESULTS = "No results found" diff --git a/opensearch-chain-example/opensearch_chain_example/main.py b/opensearch-chain-example/opensearch_chain_example/main.py new file mode 100644 index 0000000..83c2b6b --- /dev/null +++ b/opensearch-chain-example/opensearch_chain_example/main.py @@ -0,0 +1,63 @@ +""" +© 2024 Stratio Big Data Inc., Sucursal en España. All rights reserved. + +This software – including all its source code – contains proprietary +information of Stratio Big Data Inc., Sucursal en España and +may not be revealed, sold, transferred, modified, distributed or +otherwise made available, licensed or sublicensed to third parties; +nor reverse engineered, disassembled or decompiled, without express +written authorization from Stratio Big Data Inc., Sucursal en España. +""" +import os + +from genai_core.server.server import GenAiServer + + +def main(): + """ + Starts a stand-alone GenAI-api-like server with the chain loaded so that in can be easily executed locally. + Note that the chain will need access to a OpenSearch server, which should be accessible from your local machine. + The OpenSearchService class provided in this example is a simple service to interact with an OpenSearch instance + and should be adapted to your specific use case. + The url of the OpenSearch instance should be provided in the OPENSEARCH_URL environment variable (see README.md for more information). + An example of json body that work with our sample chain, to send in invoke POST is + ```json + { + "input": { + "search_value":"Scott", + "collection_name":"semantic_banking_customer_product360", + "table_value":"customer", + "column_value":"Full_Name" + }, + "config": { + "metadata": { + "__genai_state": { + "client_auth_type": "mtls", + "client_user_id": "your-user", + "client_tenant": "your-tenant" + } + } + } + } + ``` + The "config" -> "metadata" -> "__genai_state" is only needed to test while developing locally. + In a real environment GenAI API adds automatically that fields from the auth info before + passing the data to the chain + """ + app = GenAiServer( + module_name="opensearch_chain_example.chain", + class_name="OpenSearchChain", + config={ + # OPENSEARCH_URL environment variable need to be set + # with the OpenSearch service url (see README.me for more information): + "opensearch_url": os.getenv("OPENSEARCH_URL"), + "opensearch_min_score": 30, + }, + ) + app.start_server() + + +if __name__ == "__main__": + # Before running this script, refer to the README.md file to know how to set up + # your environment correctly in order to communicate with the OpenSearch service + main() diff --git a/opensearch-chain-example/opensearch_chain_example/services/__init__.py b/opensearch-chain-example/opensearch_chain_example/services/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/opensearch_chain_example/services/opensearch_service.py b/opensearch-chain-example/opensearch_chain_example/services/opensearch_service.py new file mode 100644 index 0000000..08744b1 --- /dev/null +++ b/opensearch-chain-example/opensearch_chain_example/services/opensearch_service.py @@ -0,0 +1,105 @@ +""" +© 2024 Stratio Big Data Inc., Sucursal en España. All rights reserved. + +This software – including all its source code – contains proprietary +information of Stratio Big Data Inc., Sucursal en España and +may not be revealed, sold, transferred, modified, distributed or +otherwise made available, licensed or sublicensed to third parties; +nor reverse engineered, disassembled or decompiled, without express +written authorization from Stratio Big Data Inc., Sucursal en España. +""" + +from typing import Optional, Dict, Any + +from opensearchpy import OpenSearch + + +class OpenSearchService: + """ + OpenSearch service to interact with an OpenSearch service instance. + """ + + def __init__( + self, + opensearch_url: str, + ca_certs: Optional[str] = None, + client_cert: Optional[str] = None, + client_key: Optional[str] = None, + **kwargs, + ): + """ + Initialize the OpenSearchService. + + Args: + opensearch_url (str): The URL of the OpenSearch instance. + ca_certs (Optional[str], optional): Path to CA certificates. Defaults to None. + client_cert (Optional[str], optional): Path to client certificate. Defaults to None. + client_key (Optional[str], optional): Path to client key. Defaults to None. + **kwargs: Additional keyword arguments for the OpenSearch client. + """ + self.client = OpenSearch( + hosts=[opensearch_url], + ca_certs=ca_certs, + client_cert=client_cert, + client_key=client_key, + **kwargs, + ) + + def search_filter_values( + self, + index: str, + table_value: str, + column_value: str, + search_value: str, + size=1, + min_score=2, + ) -> Optional[Dict[str, Any]]: + """ + Search values on index for a given table and column. + + This service should be adapted to the specific needs of your use case and the data indexed in the OpenSearch instance. + + Args: + index (str): The index to search. + table_value (str): The table value to search. + column_value (str): The column value to search. + search_value (str): The search value to filter. + size (int, optional): The number of results to return. Defaults to 1. + min_score (int, optional): The minimum score for results. Defaults to 2. + + Returns: + Optional[Dict[str, Any]]: The search results, or raises an exception if an error occurs. + """ + try: + # Here you should adapt the query to your specific needs + # In ths example, we assume that an external process created the index using the name of the database + # and added documents by analyzing the data in the database and indexing the required columns with the following fields: + # "table": the table name, + # "column": the column name, + # "value": the value of the column. + # the query returns the first documents that matches the search value in a specific table and column + query = { + "size": size, + "min_score": min_score, + "query": { + "bool": { + "filter": [ + {"term": {"table": table_value}}, + {"term": {"column": column_value}}, + ], + "should": [ + { + "match": { + "value": { + "query": search_value, + "fuzziness": "AUTO", + } + } + } + ], + } + }, + } + return self.client.search(index=index, body=query) + except Exception as e: + raise e 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-0,0 +1,93 @@ +[tool.poetry] +name = "opensearch-chain-example" +version = "0.3.1a0" +description = "A simple chain that connects to Opensearch service and processes the result of a search" +authors = [] +include = ["requirements.txt"] + +# TODO: check what dependencies we really need +[tool.poetry.dependencies] +python = "^3.9" +genai-core = "0.3.1" +# already included in genai-core but we set a fixed version +langchain = "0.2.16" +langchain-community = "0.2.16" +langchain-openai = "0.1.23" +langchain-aws = "0.1.18" +opensearch-py = "2.7.1" + +[tool.poetry.group.dev.dependencies] +pytest = "^7.4.3" +pytest-asyncio = "^0.23.2" +pytest-mock = "^3.12.0" +pytest-cov = "^4.1.0" +pylint = "^3.0.3" +pylintfileheader = "^1.0.0" +black = "^23.12.0" +mypy = "^1.8.0" + +[tool.poetry.group.experiments] +optional = true + +[tool.poetry.group.experiments.dependencies] +jupyter = "*" +mlflow = "*" +pandas = "*" +python-dotenv = "*" + +[tool.pytest.ini_options] +markers = ["manual: to mark tests as manual"] +addopts = "-m 'not manual'" + +[[tool.poetry.source]] +name = "stratio-releases" +# here you should add the genai-api-development-proxy url. See also basic-actor-chain-example/README.md +#url = "https://genai.s000001.k8s.oscar.labs.stratio.com/genai-developer-proxy-qa3:8080" +url = "http://qa.int.stratio.com/repository/python-releases/simple/" +priority = "supplemental" + +[tool.coverage.run] +omit = [ + "tests/*", + "scripts/*", +] + +[tool.pylint.main] +py-version = "3.9" +ignore-patterns = ["^\\.#"] +ignore-paths = [ + "^tests$", + "^tests/.*$", + "^scripts/.*$", +] +load-plugins = ["pylintfileheader"] +file-header = "[\\S\\n\\t\\v ]+© 2024 Stratio Big Data Inc." +file-header-ignore-empty-files = true + +[tool.pylint.basic] +no-docstring-rgx = "^_" + +[tool.pylint."messages control"] +disable = [ + "raw-checker-failed", + "bad-inline-option", + "locally-disabled", + "file-ignored", + "suppressed-message", + "useless-suppression", + "deprecated-pragma", + "use-implicit-booleaness-not-comparison-to-string", + "use-implicit-booleaness-not-comparison-to-zero", + "use-symbolic-message-instead", + "too-few-public-methods" +] + +[tool.pylint.format] +max-line-length = 120 + +[tool.pylint.variables] +ignored-argument-names = "_.*|^ignored_|^unused_" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" \ No newline at end of file diff --git a/opensearch-chain-example/tests/__init__.py b/opensearch-chain-example/tests/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/tests/integration/__init__.py b/opensearch-chain-example/tests/integration/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/tests/integration/opensearch_chain_example/__init__.py b/opensearch-chain-example/tests/integration/opensearch_chain_example/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/tests/unit/__init__.py b/opensearch-chain-example/tests/unit/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/tests/unit/opensearch_chain_example/__init__.py b/opensearch-chain-example/tests/unit/opensearch_chain_example/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/opensearch-chain-example/tests/unit/opensearch_chain_example/test_chain.py b/opensearch-chain-example/tests/unit/opensearch_chain_example/test_chain.py new file mode 100644 index 0000000..08d64a9 --- /dev/null +++ b/opensearch-chain-example/tests/unit/opensearch_chain_example/test_chain.py @@ -0,0 +1,152 @@ +""" +© 2024 Stratio Big Data Inc., Sucursal en España. All rights reserved. +This software – including all its source code – contains proprietary +information of Stratio Big Data Inc., Sucursal en España and +may not be revealed, sold, transferred, modified, distributed or +otherwise made available, licensed or sublicensed to third parties; +nor reverse engineered, disassembled or decompiled, without express +written authorization from Stratio Big Data Inc., Sucursal en España. +""" +import pytest + +from opensearch_chain_example.chain import OpenSearchChain +from opensearch_chain_example.constants.constants import ( + OPENSEARCH_RESULT_KEY, + OPENSEARCH_NO_RESULTS, +) + +# Mock values for testing +SEARCH_VALUE_TEST_MOCK = "Scott" +TABLE_VALUE_TEST_MOCK = "customer" +COLUMN_VALUE_TEST_MOCK = "Full_Name" +COLLECTION_VALUE_TEST_MOCK = "semantic_banking_customer_product360" +SEARCH_FILTER_TEST_MOCK = "Scott Pillgrim" + + +def mock_init_opensearch_service(mocker): + """ + Mock initialization of the OpenSearch service. + + Args: + mocker: The mocker object used to patch methods. + """ + mocker.patch( + "opensearchpy.client.indices.IndicesClient.get_alias", + return_value={"index": "alias"}, + ) + + +class OpenSearchServiceMock: + """ + Mock of OpenSearch service with `search_filter_values` method that returns a mock search result. + """ + + def search_filter_values( + self, + index: str, + table_value: str, + column_value: str, + search_value: str, + size=1, + min_score=2, + ): + """ + Mock method to simulate search filter values in OpenSearch. + + SEARCH_FILTER_TEST_MOCK is returned if the search value is SEARCH_VALUE_TEST_MOCK. + An empty list is returned otherwise. + + Args: + index (str): The index to search. + table_value (str): The table value to search. + column_value (str): The column value to search. + search_value (str): The search value to filter. + size (int, optional): The number of results to return. Defaults to 1. + min_score (int, optional): The minimum score for results. Defaults to 2. + + Returns: + dict: A mock search result. + """ + result = ( + { + "hits": { + "hits": [ + {"_source": {"value": SEARCH_FILTER_TEST_MOCK}}, + ] + } + } + if search_value == SEARCH_VALUE_TEST_MOCK + else {"hits": {"hits": []}} + ) + return result + + +class TestOpensearchChain: + """ + Test suite for the OpenSearchChain class. + """ + + def test_chain(self, mocker): + """ + Test the chain method with a search value that returns a value. + + Args: + mocker: The mocker object used to patch methods. + """ + # we patch our chain so that it uses our OpenSearch mock service that just returns the query + mocker.patch( + "opensearch_chain_example.chain.OpenSearchChain._init_opensearch", + return_value=OpenSearchServiceMock(), + ) + + chain = OpenSearchChain( + opensearch_url="mock", + opensearch_min_score=30, + ) + + chain_dag = chain.chain() + result = chain_dag.invoke( + { + "search_value": SEARCH_VALUE_TEST_MOCK, + "collection_name": COLLECTION_VALUE_TEST_MOCK, + "table_value": TABLE_VALUE_TEST_MOCK, + "column_value": COLUMN_VALUE_TEST_MOCK, + } + ) + assert ( + f"For the requested search value '{SEARCH_VALUE_TEST_MOCK}' in the column '{COLUMN_VALUE_TEST_MOCK}' of the table '{TABLE_VALUE_TEST_MOCK}', the first result is '{SEARCH_FILTER_TEST_MOCK}'." + == result[OPENSEARCH_RESULT_KEY] + ) + + def test_chain_no_filters(self, mocker): + """ + Test the chain method with a search value that returns no results. + + Args: + mocker: The mocker object used to patch methods. + """ + # we patch our chain so that it uses our OpenSearch mock service that just returns the query + mocker.patch( + "opensearch_chain_example.chain.OpenSearchChain._init_opensearch", + return_value=OpenSearchServiceMock(), + ) + + chain = OpenSearchChain( + opensearch_url="mock", + opensearch_min_score=30, + ) + + chain_dag = chain.chain() + result = chain_dag.invoke( + { + "search_value": f"Not{SEARCH_VALUE_TEST_MOCK}", + "collection_name": COLLECTION_VALUE_TEST_MOCK, + "table_value": TABLE_VALUE_TEST_MOCK, + "column_value": COLUMN_VALUE_TEST_MOCK, + } + ) + assert OPENSEARCH_NO_RESULTS == result[OPENSEARCH_RESULT_KEY] + + +if __name__ == "__main__": + pytest.main() diff --git a/release-modules b/release-modules index e2829c1..15a5647 100644 --- a/release-modules +++ b/release-modules @@ -1,2 +1,3 @@ basic-actor-chain-example virtualizer-chain-example +opensearch-chain-example