From eaf713789674d1bd3ef913e159a6061121087a39 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 21 Aug 2025 11:38:46 -0700 Subject: [PATCH 01/21] Debug HTTP requests --- llm-service/app/main.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/llm-service/app/main.py b/llm-service/app/main.py index 35b550edf..0f63d3e3a 100644 --- a/llm-service/app/main.py +++ b/llm-service/app/main.py @@ -89,6 +89,15 @@ def _configure_logger() -> None: _configure_logger() + +def _enable_http_debug() -> None: + urllib3_logger = logging.getLogger("urllib3") + urllib3_logger.setLevel(logging.DEBUG) + urllib3_logger.propagate = True + + +_enable_http_debug() + if os.environ.get("ENABLE_OPIK") == "True": opik.configure( use_local=True, url=os.environ.get("OPIK_URL", "http://localhost:5174") From 89e82409ef9328e568956ad9fff3a17c24b1b1f4 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 21 Aug 2025 13:58:04 -0700 Subject: [PATCH 02/21] Mock Bedrock calls --- .../app/tests/provider_mocks/__init__.py | 38 +++++ .../app/tests/provider_mocks/bedrock.py | 161 ++++++++++++++++++ llm-service/pyproject.toml | 3 +- 3 files changed, 201 insertions(+), 1 deletion(-) create mode 100644 llm-service/app/tests/provider_mocks/__init__.py create mode 100644 llm-service/app/tests/provider_mocks/bedrock.py diff --git a/llm-service/app/tests/provider_mocks/__init__.py b/llm-service/app/tests/provider_mocks/__init__.py new file mode 100644 index 000000000..9c5987844 --- /dev/null +++ b/llm-service/app/tests/provider_mocks/__init__.py @@ -0,0 +1,38 @@ +# +# CLOUDERA APPLIED MACHINE LEARNING PROTOTYPE (AMP) +# (C) Cloudera, Inc. 2025 +# All rights reserved. +# +# Applicable Open Source License: Apache 2.0 +# +# NOTE: Cloudera open source products are modular software products +# made up of hundreds of individual components, each of which was +# individually copyrighted. Each Cloudera open source product is a +# collective work under U.S. Copyright Law. Your license to use the +# collective work is as provided in your written agreement with +# Cloudera. Used apart from the collective work, this file is +# licensed for your use pursuant to the open source license +# identified above. +# +# This code is provided to you pursuant a written agreement with +# (i) Cloudera, Inc. or (ii) a third-party authorized to distribute +# this code. If you do not have a written agreement with Cloudera nor +# with an authorized and properly licensed third party, you do not +# have any rights to access nor to use this code. +# +# Absent a written agreement with Cloudera, Inc. ("Cloudera") to the +# contrary, A) CLOUDERA PROVIDES THIS CODE TO YOU WITHOUT WARRANTIES OF ANY +# KIND; (B) CLOUDERA DISCLAIMS ANY AND ALL EXPRESS AND IMPLIED +# WARRANTIES WITH RESPECT TO THIS CODE, INCLUDING BUT NOT LIMITED TO +# IMPLIED WARRANTIES OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY AND +# FITNESS FOR A PARTICULAR PURPOSE; (C) CLOUDERA IS NOT LIABLE TO YOU, +# AND WILL NOT DEFEND, INDEMNIFY, NOR HOLD YOU HARMLESS FOR ANY CLAIMS +# ARISING FROM OR RELATED TO THE CODE; AND (D)WITH RESPECT TO YOUR EXERCISE +# OF ANY RIGHTS GRANTED TO YOU FOR THE CODE, CLOUDERA IS NOT LIABLE FOR ANY +# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, PUNITIVE OR +# CONSEQUENTIAL DAMAGES INCLUDING, BUT NOT LIMITED TO, DAMAGES +# RELATED TO LOST REVENUE, LOST PROFITS, LOSS OF INCOME, LOSS OF +# BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF +# DATA. +# + diff --git a/llm-service/app/tests/provider_mocks/bedrock.py b/llm-service/app/tests/provider_mocks/bedrock.py new file mode 100644 index 000000000..9466c23fa --- /dev/null +++ b/llm-service/app/tests/provider_mocks/bedrock.py @@ -0,0 +1,161 @@ +# +# CLOUDERA APPLIED MACHINE LEARNING PROTOTYPE (AMP) +# (C) Cloudera, Inc. 2025 +# All rights reserved. +# +# Applicable Open Source License: Apache 2.0 +# +# NOTE: Cloudera open source products are modular software products +# made up of hundreds of individual components, each of which was +# individually copyrighted. Each Cloudera open source product is a +# collective work under U.S. Copyright Law. Your license to use the +# collective work is as provided in your written agreement with +# Cloudera. Used apart from the collective work, this file is +# licensed for your use pursuant to the open source license +# identified above. +# +# This code is provided to you pursuant a written agreement with +# (i) Cloudera, Inc. or (ii) a third-party authorized to distribute +# this code. If you do not have a written agreement with Cloudera nor +# with an authorized and properly licensed third party, you do not +# have any rights to access nor to use this code. +# +# Absent a written agreement with Cloudera, Inc. ("Cloudera") to the +# contrary, A) CLOUDERA PROVIDES THIS CODE TO YOU WITHOUT WARRANTIES OF ANY +# KIND; (B) CLOUDERA DISCLAIMS ANY AND ALL EXPRESS AND IMPLIED +# WARRANTIES WITH RESPECT TO THIS CODE, INCLUDING BUT NOT LIMITED TO +# IMPLIED WARRANTIES OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY AND +# FITNESS FOR A PARTICULAR PURPOSE; (C) CLOUDERA IS NOT LIABLE TO YOU, +# AND WILL NOT DEFEND, INDEMNIFY, NOR HOLD YOU HARMLESS FOR ANY CLAIMS +# ARISING FROM OR RELATED TO THE CODE; AND (D)WITH RESPECT TO YOUR EXERCISE +# OF ANY RIGHTS GRANTED TO YOU FOR THE CODE, CLOUDERA IS NOT LIABLE FOR ANY +# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, PUNITIVE OR +# CONSEQUENTIAL DAMAGES INCLUDING, BUT NOT LIMITED TO, DAMAGES +# RELATED TO LOST REVENUE, LOST PROFITS, LOSS OF INCOME, LOSS OF +# BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF +# DATA. +# +from typing import Generator +from unittest.mock import patch +from urllib.parse import urljoin + +import botocore +import pytest +import responses + +from app.config import settings + + +@pytest.fixture +def mock_bedrock() -> Generator[None, None, None]: + BEDROCK_URL_BASE = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" + TEXT_MODELS = [ + ("test.unavailable-text-model-v1", "NOT_AVAILABLE"), + ("test.available-text-model-v1", "AVAILABLE"), + ] + EMBEDDING_MODELS = [ + ("test.unavailable-embedding-model-v1", "NOT_AVAILABLE"), + ("test.available-embedding-model-v1", "AVAILABLE"), + ] + + r_mock = responses.RequestsMock(assert_all_requests_are_fired=False) + for model_id, availability in TEXT_MODELS + EMBEDDING_MODELS: + r_mock.get( + urljoin( + BEDROCK_URL_BASE, + f"foundation-model-availability/{model_id}:0", + ), + json={ + "agreementAvailability": { + "errorMessage": None, + "status": availability, + }, + "authorizationStatus": "AUTHORIZED", + "entitlementAvailability": availability, + "modelId": model_id, + "regionAvailability": "AVAILABLE", + }, + ) + + make_api_call = botocore.client.BaseClient._make_api_call + + def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): + """Mock Bedrock calls, since moto doesn't have full coverage. + + Based on https://docs.getmoto.org/en/latest/docs/services/patching_other_services.html. + + """ + if operation_name == "ListFoundationModels": + modality = api_params["byOutputModality"] + if modality == "TEXT": + return { + "modelSummaries": [ + { + "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}:0", + "modelId": f"{model_id}:0", + "modelName": model_id.upper(), + "providerName": "Test", + "inputModalities": ["TEXT"], + "outputModalities": ["TEXT"], + "responseStreamingSupported": True, + "customizationsSupported": [], + "inferenceTypesSupported": ["ON_DEMAND"], + "modelLifecycle": {"status": "ACTIVE"}, + } + for model_id, _ in TEXT_MODELS + ], + } + elif modality == "EMBEDDING": + return { + "modelSummaries": [ + { + "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}:0", + "modelId": f"{model_id}:0", + "modelName": model_id.upper(), + "providerName": "Test", + "inputModalities": ["TEXT"], + "outputModalities": ["EMBEDDING"], + "responseStreamingSupported": False, + "customizationsSupported": [], + "inferenceTypesSupported": ["ON_DEMAND"], + "modelLifecycle": {"status": "ACTIVE"}, + } + for model_id, _ in EMBEDDING_MODELS + ], + } + else: + raise ValueError(f"test encountered unexpected modality {modality}") + elif operation_name == "ListInferenceProfiles": + return { + "inferenceProfileSummaries": [ + { + "inferenceProfileName": f"US {model_id.upper()}", + "description": f"Routes requests to {model_id.upper()} in {settings.aws_default_region}.", + "inferenceProfileArn": f"arn:aws:bedrock:{settings.aws_default_region}:123456789012:inference-profile/{model_id}:0", + "models": [ + { + "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}:0" + }, + ], + "inferenceProfileId": f"{model_id}:0", + "status": "ACTIVE", + "type": "SYSTEM_DEFINED", + } + for model_id, _ in TEXT_MODELS + EMBEDDING_MODELS + ], + } + + else: + # passthrough + return make_api_call(self, operation_name, api_params) + + with patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call): + with r_mock: + yield + + +def test_bedrock(mock_bedrock) -> None: + from app.services.models.providers import BedrockModelProvider + + BedrockModelProvider.list_available_models() + BedrockModelProvider._get_model_arns() diff --git a/llm-service/pyproject.toml b/llm-service/pyproject.toml index c833a3369..72699da91 100644 --- a/llm-service/pyproject.toml +++ b/llm-service/pyproject.toml @@ -70,7 +70,8 @@ dev = [ "hypothesis>=6.122.1", "black>=24.10.0", "types-boto3-s3>=1.36.1", - "types-requests>=2.32.0" + "types-requests>=2.32.0", + "responses>=0.25.8", ] [tool.pytest.ini_options] From c06ac758b4ebab170e0a8e7cf397cfa4cc12e539 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 21 Aug 2025 14:52:46 -0700 Subject: [PATCH 03/21] Get a working test --- .../app/tests/provider_mocks/bedrock.py | 174 ++++++++++++------ 1 file changed, 114 insertions(+), 60 deletions(-) diff --git a/llm-service/app/tests/provider_mocks/bedrock.py b/llm-service/app/tests/provider_mocks/bedrock.py index 9466c23fa..a67f6738b 100644 --- a/llm-service/app/tests/provider_mocks/bedrock.py +++ b/llm-service/app/tests/provider_mocks/bedrock.py @@ -35,6 +35,7 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # +import itertools from typing import Generator from unittest.mock import patch from urllib.parse import urljoin @@ -42,28 +43,41 @@ import botocore import pytest import responses +from llama_index.llms.bedrock_converse.utils import BEDROCK_MODELS from app.config import settings +from app.services.caii.types import ModelResponse +from app.services.models import ModelProvider +from app.services.models.providers import BedrockModelProvider + +TEXT_MODELS = [ + ("test.unavailable-text-model-v1", "NOT_AVAILABLE"), + ("test.available-text-model-v1", "AVAILABLE"), +] +EMBEDDING_MODELS = [ + ("test.unavailable-embedding-model-v1", "NOT_AVAILABLE"), + ("test.available-embedding-model-v1", "AVAILABLE"), +] +RERANKING_MODELS = [ + ("test.available-reranking-model-v1", "AVAILABLE"), +] @pytest.fixture -def mock_bedrock() -> Generator[None, None, None]: - BEDROCK_URL_BASE = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" - TEXT_MODELS = [ - ("test.unavailable-text-model-v1", "NOT_AVAILABLE"), - ("test.available-text-model-v1", "AVAILABLE"), - ] - EMBEDDING_MODELS = [ - ("test.unavailable-embedding-model-v1", "NOT_AVAILABLE"), - ("test.available-embedding-model-v1", "AVAILABLE"), - ] +def mock_bedrock(monkeypatch) -> Generator[None, None, None]: + for name in BedrockModelProvider.get_env_var_names(): + monkeypatch.setenv(name, "test") + for name in get_all_env_var_names() - BedrockModelProvider.get_env_var_names(): + monkeypatch.delenv(name, raising=False) + # mock calls made directly through `requests` + bedrock_url_base = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" r_mock = responses.RequestsMock(assert_all_requests_are_fired=False) for model_id, availability in TEXT_MODELS + EMBEDDING_MODELS: r_mock.get( urljoin( - BEDROCK_URL_BASE, - f"foundation-model-availability/{model_id}:0", + bedrock_url_base, + f"foundation-model-availability/{model_id}", ), json={ "agreementAvailability": { @@ -77,67 +91,54 @@ def mock_bedrock() -> Generator[None, None, None]: }, ) + # mock calls made through `boto3` make_api_call = botocore.client.BaseClient._make_api_call def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): - """Mock Bedrock calls, since moto doesn't have full coverage. + """Mock Boto3 Bedrock operations, since moto doesn't have full coverage. Based on https://docs.getmoto.org/en/latest/docs/services/patching_other_services.html. """ if operation_name == "ListFoundationModels": modality = api_params["byOutputModality"] - if modality == "TEXT": - return { - "modelSummaries": [ - { - "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}:0", - "modelId": f"{model_id}:0", - "modelName": model_id.upper(), - "providerName": "Test", - "inputModalities": ["TEXT"], - "outputModalities": ["TEXT"], - "responseStreamingSupported": True, - "customizationsSupported": [], - "inferenceTypesSupported": ["ON_DEMAND"], - "modelLifecycle": {"status": "ACTIVE"}, - } - for model_id, _ in TEXT_MODELS - ], - } - elif modality == "EMBEDDING": - return { - "modelSummaries": [ - { - "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}:0", - "modelId": f"{model_id}:0", - "modelName": model_id.upper(), - "providerName": "Test", - "inputModalities": ["TEXT"], - "outputModalities": ["EMBEDDING"], - "responseStreamingSupported": False, - "customizationsSupported": [], - "inferenceTypesSupported": ["ON_DEMAND"], - "modelLifecycle": {"status": "ACTIVE"}, - } - for model_id, _ in EMBEDDING_MODELS - ], - } - else: + models = { + "TEXT": TEXT_MODELS, + "EMBEDDING": EMBEDDING_MODELS, + }.get(modality) + if models is None: raise ValueError(f"test encountered unexpected modality {modality}") + + return { + "modelSummaries": [ + { + "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}", + "modelId": model_id, + "modelName": model_id.upper(), + "providerName": "Test", + "inputModalities": ["TEXT"], + "outputModalities": [modality], + "responseStreamingSupported": modality == "TEXT", # arbitrary + "customizationsSupported": [], + "inferenceTypesSupported": ["ON_DEMAND"], + "modelLifecycle": {"status": "ACTIVE"}, + } + for model_id, _ in models + ], + } elif operation_name == "ListInferenceProfiles": return { "inferenceProfileSummaries": [ { "inferenceProfileName": f"US {model_id.upper()}", "description": f"Routes requests to {model_id.upper()} in {settings.aws_default_region}.", - "inferenceProfileArn": f"arn:aws:bedrock:{settings.aws_default_region}:123456789012:inference-profile/{model_id}:0", + "inferenceProfileArn": f"arn:aws:bedrock:{settings.aws_default_region}:123456789012:inference-profile/{model_id}", "models": [ { - "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}:0" + "modelArn": f"arn:aws:bedrock:{settings.aws_default_region}::foundation-model/{model_id}" }, ], - "inferenceProfileId": f"{model_id}:0", + "inferenceProfileId": model_id, "status": "ACTIVE", "type": "SYSTEM_DEFINED", } @@ -149,13 +150,66 @@ def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): # passthrough return make_api_call(self, operation_name, api_params) - with patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call): - with r_mock: - yield + # mock reranking models, which are hard-coded in our app + def list_reranking_models() -> list[ModelResponse]: + return [ + ModelResponse(model_id=model_id, name=model_id.upper()) + for model_id, _ in RERANKING_MODELS + ] + with ( + r_mock, + patch( + "botocore.client.BaseClient._make_api_call", + new=mock_make_api_call, + ), + patch( + "app.services.models.providers.BedrockModelProvider.list_reranking_models", + new=list_reranking_models, + ), + patch( # work around a llama-index filter we have in list_llm_models() + "app.services.models.providers.bedrock.BEDROCK_MODELS", + new=BEDROCK_MODELS | {model_id: 128000 for model_id, _ in TEXT_MODELS}, + ), + ): + yield -def test_bedrock(mock_bedrock) -> None: - from app.services.models.providers import BedrockModelProvider - BedrockModelProvider.list_available_models() - BedrockModelProvider._get_model_arns() +def get_all_env_var_names() -> set[str]: + """Return the names of all the env vars required by all model providers.""" + return set( + itertools.chain.from_iterable( + subcls.get_env_var_names() for subcls in ModelProvider.__subclasses__() + ) + ) + + +# TODO: move this test function to a discoverable place +def test_bedrock(mock_bedrock, client) -> None: + response = client.get("/llm-service/models/model_source") + assert response.status_code == 200 + assert response.json() == "Bedrock" + + response = client.get("/llm-service/models/embeddings") + assert response.status_code == 200 + assert [model["model_id"] for model in response.json()] == [ + model_id + for model_id, availability in EMBEDDING_MODELS + if availability == "AVAILABLE" + ] + + response = client.get("/llm-service/models/llm") + assert response.status_code == 200 + assert [model["model_id"] for model in response.json()] == [ + model_id + for model_id, availability in TEXT_MODELS + if availability == "AVAILABLE" + ] + + response = client.get("/llm-service/models/reranking") + assert response.status_code == 200 + assert [model["model_id"] for model in response.json()] == [ + model_id + for model_id, availability in RERANKING_MODELS + if availability == "AVAILABLE" + ] From 8d51122fdbf30b4d4113703153d88b70c254b442 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 21 Aug 2025 15:02:30 -0700 Subject: [PATCH 04/21] Move get_all_env_var_names() to _model_provider --- .../services/models/providers/_model_provider.py | 10 ++++++++++ llm-service/app/tests/provider_mocks/bedrock.py | 10 +--------- llm-service/app/tests/services/test_models.py | 14 ++++---------- 3 files changed, 15 insertions(+), 19 deletions(-) diff --git a/llm-service/app/services/models/providers/_model_provider.py b/llm-service/app/services/models/providers/_model_provider.py index e591c5d40..dd9ca511a 100644 --- a/llm-service/app/services/models/providers/_model_provider.py +++ b/llm-service/app/services/models/providers/_model_provider.py @@ -36,6 +36,7 @@ # DATA. # import abc +import itertools import os from llama_index.core.base.embeddings.base import BaseEmbedding @@ -109,3 +110,12 @@ def get_embedding_model(name: str) -> BaseEmbedding: def get_reranking_model(name: str, top_n: int) -> BaseNodePostprocessor: """Return reranking model with `name`.""" raise NotImplementedError + + +def get_all_env_var_names() -> set[str]: + """Return the names of all the env vars required by all model providers.""" + return set( + itertools.chain.from_iterable( + subcls.get_env_var_names() for subcls in _ModelProvider.__subclasses__() + ) + ) diff --git a/llm-service/app/tests/provider_mocks/bedrock.py b/llm-service/app/tests/provider_mocks/bedrock.py index a67f6738b..48132ff8a 100644 --- a/llm-service/app/tests/provider_mocks/bedrock.py +++ b/llm-service/app/tests/provider_mocks/bedrock.py @@ -49,6 +49,7 @@ from app.services.caii.types import ModelResponse from app.services.models import ModelProvider from app.services.models.providers import BedrockModelProvider +from app.services.models.providers._model_provider import get_all_env_var_names TEXT_MODELS = [ ("test.unavailable-text-model-v1", "NOT_AVAILABLE"), @@ -175,15 +176,6 @@ def list_reranking_models() -> list[ModelResponse]: yield -def get_all_env_var_names() -> set[str]: - """Return the names of all the env vars required by all model providers.""" - return set( - itertools.chain.from_iterable( - subcls.get_env_var_names() for subcls in ModelProvider.__subclasses__() - ) - ) - - # TODO: move this test function to a discoverable place def test_bedrock(mock_bedrock, client) -> None: response = client.get("/llm-service/models/model_source") diff --git a/llm-service/app/tests/services/test_models.py b/llm-service/app/tests/services/test_models.py index 2397f18f5..810d1fd57 100644 --- a/llm-service/app/tests/services/test_models.py +++ b/llm-service/app/tests/services/test_models.py @@ -43,16 +43,10 @@ from app.services.caii import caii from app.services.caii.types import ListEndpointEntry from app.services.models.providers import BedrockModelProvider -from app.services.models.providers._model_provider import _ModelProvider - - -def get_all_env_var_names() -> set[str]: - """Return the names of all the env vars required by all model providers.""" - return set( - itertools.chain.from_iterable( - subcls.get_env_var_names() for subcls in _ModelProvider.__subclasses__() - ) - ) +from app.services.models.providers._model_provider import ( + _ModelProvider, + get_all_env_var_names, +) @pytest.fixture(params=_ModelProvider.__subclasses__()) From 0c22bc3569b3367399d930d3ffaf81bbd6a15ad0 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 21 Aug 2025 15:54:38 -0700 Subject: [PATCH 05/21] Comment out conftest _get_model_arns() override --- llm-service/app/tests/conftest.py | 18 ++++++++---------- 1 file changed, 8 insertions(+), 10 deletions(-) diff --git a/llm-service/app/tests/conftest.py b/llm-service/app/tests/conftest.py index 159855484..818f726c5 100644 --- a/llm-service/app/tests/conftest.py +++ b/llm-service/app/tests/conftest.py @@ -35,7 +35,6 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # ############################################################################## - import os import pathlib import uuid @@ -52,10 +51,9 @@ from app.ai.vector_stores.qdrant import QdrantVectorStore from app.main import app -from app.services.metadata_apis import data_sources_metadata_api from app.services import models +from app.services.metadata_apis import data_sources_metadata_api from app.services.metadata_apis.data_sources_metadata_api import RagDataSource -from app.services.models.providers import BedrockModelProvider @dataclass @@ -219,10 +217,10 @@ def client() -> Iterator[TestClient]: yield test_client -@pytest.fixture(autouse=True) -def _get_model_arn_by_suffix(monkeypatch: pytest.MonkeyPatch) -> None: - monkeypatch.setattr( - BedrockModelProvider, - "_get_model_arns", - lambda: [], - ) +# @pytest.fixture(autouse=True) +# def _get_model_arn_by_suffix(monkeypatch: pytest.MonkeyPatch) -> None: +# monkeypatch.setattr( +# BedrockModelProvider, +# "_get_model_arns", +# lambda: [], +# ) From f1c0bd294583173c36b81055feca65c1db434c82 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 21 Aug 2025 15:55:20 -0700 Subject: [PATCH 06/21] Update uv.lock? --- llm-service/uv.lock | 5363 ++++++++++++++++++++++--------------------- 1 file changed, 2716 insertions(+), 2647 deletions(-) diff --git a/llm-service/uv.lock b/llm-service/uv.lock index 792078bae..3e5456f58 100644 --- a/llm-service/uv.lock +++ b/llm-service/uv.lock @@ -1,15 +1,22 @@ version = 1 -revision = 3 requires-python = ">=3.10, <3.13" resolution-markers = [ - "python_full_version >= '3.12' and sys_platform == 'darwin'", - "python_full_version >= '3.12' and platform_machine == 'aarch64' and sys_platform == 'linux'", - "(python_full_version >= '3.12' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')", - "python_full_version == '3.11.*' and sys_platform != 'win32'", - "python_full_version < '3.11' and sys_platform != 'win32'", - "python_full_version >= '3.12' and sys_platform == 'win32'", - "python_full_version == '3.11.*' and sys_platform == 'win32'", - "python_full_version < '3.11' and sys_platform == 'win32'", + "python_full_version >= '3.12' and platform_system != 'Windows' and sys_platform == 'darwin'", + "python_full_version >= '3.12' and platform_system == 'Windows' and sys_platform == 'darwin'", + "python_full_version >= '3.12' and platform_machine == 'aarch64' and platform_system != 'Windows' and sys_platform == 'linux'", + "python_full_version >= '3.12' and platform_machine == 'aarch64' and platform_system == 'Windows' and sys_platform == 'linux'", + "(python_full_version >= '3.12' and platform_machine != 'aarch64' and platform_system != 'Windows' and sys_platform != 'darwin' and sys_platform != 'win32') or (python_full_version >= '3.12' and platform_system != 'Windows' and sys_platform != 'darwin' and sys_platform != 'linux' and 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a/llm-service/app/config.py +++ b/llm-service/app/config.py @@ -49,6 +49,7 @@ from enum import Enum from typing import cast, Optional, Literal +MODEL_PROVIDER_ENV_VAR_NAME = "MODEL_PROVIDER" SummaryStorageProviderType = Literal["Local", "S3"] ChatStoreProviderType = Literal["Local", "S3"] @@ -196,7 +197,7 @@ def model_provider(self) -> Optional[ModelSource]: """The preferred model provider to use. Options: 'AZURE', 'CAII', 'OPENAI', 'BEDROCK' If not set, will use the first available provider in priority order.""" - provider = os.environ.get("MODEL_PROVIDER") + provider = os.environ.get(MODEL_PROVIDER_ENV_VAR_NAME) try: return ModelSource(provider) except ValueError: diff --git a/llm-service/app/tests/services/test_models.py b/llm-service/app/tests/services/test_models.py index 810d1fd57..5c6c881fc 100644 --- a/llm-service/app/tests/services/test_models.py +++ b/llm-service/app/tests/services/test_models.py @@ -35,10 +35,9 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # -import itertools - import pytest +from app.config import MODEL_PROVIDER_ENV_VAR_NAME from app.services import models from app.services.caii import caii from app.services.caii.types import ListEndpointEntry @@ -61,6 +60,10 @@ def EnabledModelProvider( monkeypatch.delenv(name, raising=False) for name in ModelProviderSubcls.get_env_var_names(): monkeypatch.setenv(name, "test") + monkeypatch.setenv( + MODEL_PROVIDER_ENV_VAR_NAME, + ModelProviderSubcls.get_model_source(), + ) return ModelProviderSubcls From 032dc05a7e8bd1cfacac556d0526e4f1d8f6e105 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Mon, 25 Aug 2025 13:23:55 -0700 Subject: [PATCH 08/21] Refactor, modularize --- .../app/tests/provider_mocks/bedrock.py | 62 +++++++++---------- llm-service/app/tests/provider_mocks/utils.py | 62 +++++++++++++++++++ llm-service/app/tests/services/test_models.py | 26 +++----- 3 files changed, 99 insertions(+), 51 deletions(-) create mode 100644 llm-service/app/tests/provider_mocks/utils.py diff --git a/llm-service/app/tests/provider_mocks/bedrock.py b/llm-service/app/tests/provider_mocks/bedrock.py index 48132ff8a..fdb3cd018 100644 --- a/llm-service/app/tests/provider_mocks/bedrock.py +++ b/llm-service/app/tests/provider_mocks/bedrock.py @@ -36,6 +36,7 @@ # DATA. # import itertools +from contextlib import AbstractContextManager from typing import Generator from unittest.mock import patch from urllib.parse import urljoin @@ -47,9 +48,9 @@ from app.config import settings from app.services.caii.types import ModelResponse -from app.services.models import ModelProvider from app.services.models.providers import BedrockModelProvider from app.services.models.providers._model_provider import get_all_env_var_names +from .utils import patch_env_vars TEXT_MODELS = [ ("test.unavailable-text-model-v1", "NOT_AVAILABLE"), @@ -64,14 +65,7 @@ ] -@pytest.fixture -def mock_bedrock(monkeypatch) -> Generator[None, None, None]: - for name in BedrockModelProvider.get_env_var_names(): - monkeypatch.setenv(name, "test") - for name in get_all_env_var_names() - BedrockModelProvider.get_env_var_names(): - monkeypatch.delenv(name, raising=False) - - # mock calls made directly through `requests` +def _patch_requests() -> AbstractContextManager: bedrock_url_base = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" r_mock = responses.RequestsMock(assert_all_requests_are_fired=False) for model_id, availability in TEXT_MODELS + EMBEDDING_MODELS: @@ -92,7 +86,10 @@ def mock_bedrock(monkeypatch) -> Generator[None, None, None]: }, ) - # mock calls made through `boto3` + return r_mock + + +def _patch_boto3() -> AbstractContextManager: make_api_call = botocore.client.BaseClient._make_api_call def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): @@ -151,29 +148,28 @@ def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): # passthrough return make_api_call(self, operation_name, api_params) - # mock reranking models, which are hard-coded in our app - def list_reranking_models() -> list[ModelResponse]: - return [ - ModelResponse(model_id=model_id, name=model_id.upper()) - for model_id, _ in RERANKING_MODELS - ] - - with ( - r_mock, - patch( - "botocore.client.BaseClient._make_api_call", - new=mock_make_api_call, - ), - patch( - "app.services.models.providers.BedrockModelProvider.list_reranking_models", - new=list_reranking_models, - ), - patch( # work around a llama-index filter we have in list_llm_models() - "app.services.models.providers.bedrock.BEDROCK_MODELS", - new=BEDROCK_MODELS | {model_id: 128000 for model_id, _ in TEXT_MODELS}, - ), - ): - yield + return patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call) + + +@pytest.fixture +def mock_bedrock(monkeypatch) -> Generator[None, None, None]: + with patch_env_vars(BedrockModelProvider): + with ( + _patch_requests(), + _patch_boto3(), + patch( # mock reranking models, which are hard-coded in our app + "app.services.models.providers.BedrockModelProvider.list_reranking_models", + new=lambda: [ + ModelResponse(model_id=model_id, name=model_id.upper()) + for model_id, _ in RERANKING_MODELS + ], + ), + patch( # work around a llama-index filter we have in list_llm_models() + "app.services.models.providers.bedrock.BEDROCK_MODELS", + new=BEDROCK_MODELS | {model_id: 128000 for model_id, _ in TEXT_MODELS}, + ), + ): + yield # TODO: move this test function to a discoverable place diff --git a/llm-service/app/tests/provider_mocks/utils.py b/llm-service/app/tests/provider_mocks/utils.py new file mode 100644 index 000000000..041b9c7a9 --- /dev/null +++ b/llm-service/app/tests/provider_mocks/utils.py @@ -0,0 +1,62 @@ +# +# CLOUDERA APPLIED MACHINE LEARNING PROTOTYPE (AMP) +# (C) Cloudera, Inc. 2025 +# All rights reserved. +# +# Applicable Open Source License: Apache 2.0 +# +# NOTE: Cloudera open source products are modular software products +# made up of hundreds of individual components, each of which was +# individually copyrighted. Each Cloudera open source product is a +# collective work under U.S. Copyright Law. Your license to use the +# collective work is as provided in your written agreement with +# Cloudera. Used apart from the collective work, this file is +# licensed for your use pursuant to the open source license +# identified above. +# +# This code is provided to you pursuant a written agreement with +# (i) Cloudera, Inc. or (ii) a third-party authorized to distribute +# this code. If you do not have a written agreement with Cloudera nor +# with an authorized and properly licensed third party, you do not +# have any rights to access nor to use this code. +# +# Absent a written agreement with Cloudera, Inc. ("Cloudera") to the +# contrary, A) CLOUDERA PROVIDES THIS CODE TO YOU WITHOUT WARRANTIES OF ANY +# KIND; (B) CLOUDERA DISCLAIMS ANY AND ALL EXPRESS AND IMPLIED +# WARRANTIES WITH RESPECT TO THIS CODE, INCLUDING BUT NOT LIMITED TO +# IMPLIED WARRANTIES OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY AND +# FITNESS FOR A PARTICULAR PURPOSE; (C) CLOUDERA IS NOT LIABLE TO YOU, +# AND WILL NOT DEFEND, INDEMNIFY, NOR HOLD YOU HARMLESS FOR ANY CLAIMS +# ARISING FROM OR RELATED TO THE CODE; AND (D)WITH RESPECT TO YOUR EXERCISE +# OF ANY RIGHTS GRANTED TO YOU FOR THE CODE, CLOUDERA IS NOT LIABLE FOR ANY +# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, PUNITIVE OR +# CONSEQUENTIAL DAMAGES INCLUDING, BUT NOT LIMITED TO, DAMAGES +# RELATED TO LOST REVENUE, LOST PROFITS, LOSS OF INCOME, LOSS OF +# BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF +# DATA. +# +import contextlib +from typing import Iterator + +from pytest import MonkeyPatch + +from app.config import MODEL_PROVIDER_ENV_VAR_NAME +from app.services.models.providers._model_provider import ( + _ModelProvider, + get_all_env_var_names, +) + + +@contextlib.contextmanager +def patch_env_vars(ModelProviderSubcls: type[_ModelProvider]) -> Iterator[None]: + """Set and unset environment variables for the given model provider.""" + with MonkeyPatch.context() as monkeypatch: + for name in get_all_env_var_names(): + monkeypatch.delenv(name, raising=False) + for name in ModelProviderSubcls.get_env_var_names(): + monkeypatch.setenv(name, "test") + monkeypatch.setenv( + MODEL_PROVIDER_ENV_VAR_NAME, + ModelProviderSubcls.get_model_source(), + ) + yield diff --git a/llm-service/app/tests/services/test_models.py b/llm-service/app/tests/services/test_models.py index 5c6c881fc..3a6b4039a 100644 --- a/llm-service/app/tests/services/test_models.py +++ b/llm-service/app/tests/services/test_models.py @@ -35,37 +35,27 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # +from typing import Iterator + import pytest -from app.config import MODEL_PROVIDER_ENV_VAR_NAME from app.services import models from app.services.caii import caii from app.services.caii.types import ListEndpointEntry from app.services.models.providers import BedrockModelProvider -from app.services.models.providers._model_provider import ( - _ModelProvider, - get_all_env_var_names, -) +from app.services.models.providers._model_provider import _ModelProvider +from app.tests.provider_mocks.utils import patch_env_vars @pytest.fixture(params=_ModelProvider.__subclasses__()) def EnabledModelProvider( request: pytest.FixtureRequest, monkeypatch: pytest.MonkeyPatch, -) -> type[_ModelProvider]: - """Sets and unsets environment variables for the given model provider.""" +) -> Iterator[type[_ModelProvider]]: + """Parametrize a test to run for each supported model provider.""" ModelProviderSubcls: type[_ModelProvider] = request.param - - for name in get_all_env_var_names(): - monkeypatch.delenv(name, raising=False) - for name in ModelProviderSubcls.get_env_var_names(): - monkeypatch.setenv(name, "test") - monkeypatch.setenv( - MODEL_PROVIDER_ENV_VAR_NAME, - ModelProviderSubcls.get_model_source(), - ) - - return ModelProviderSubcls + with patch_env_vars(ModelProviderSubcls): + yield ModelProviderSubcls class TestListAvailableModels: From c520bcc5069c2629f6e8509fee69a7a1c0ab6466 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Mon, 25 Aug 2025 13:25:33 -0700 Subject: [PATCH 09/21] Retype Generator as Iterator --- llm-service/app/tests/provider_mocks/bedrock.py | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/llm-service/app/tests/provider_mocks/bedrock.py b/llm-service/app/tests/provider_mocks/bedrock.py index fdb3cd018..62847775e 100644 --- a/llm-service/app/tests/provider_mocks/bedrock.py +++ b/llm-service/app/tests/provider_mocks/bedrock.py @@ -35,9 +35,8 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # -import itertools from contextlib import AbstractContextManager -from typing import Generator +from typing import Iterator from unittest.mock import patch from urllib.parse import urljoin @@ -49,7 +48,6 @@ from app.config import settings from app.services.caii.types import ModelResponse from app.services.models.providers import BedrockModelProvider -from app.services.models.providers._model_provider import get_all_env_var_names from .utils import patch_env_vars TEXT_MODELS = [ @@ -152,7 +150,7 @@ def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): @pytest.fixture -def mock_bedrock(monkeypatch) -> Generator[None, None, None]: +def mock_bedrock(monkeypatch) -> Iterator[None]: with patch_env_vars(BedrockModelProvider): with ( _patch_requests(), From f46d9b99c97cad4c8f4f273209bf9223494802b8 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 26 Aug 2025 11:00:31 -0700 Subject: [PATCH 10/21] Mock ChatHistoryManager (in a friendly banter sort of way) --- .../__init__.py | 0 .../bedrock.py | 45 ++++++++- .../testing_chat_history_manager.py | 99 +++++++++++++++++++ .../utils.py | 0 llm-service/app/tests/services/test_models.py | 2 +- 5 files changed, 142 insertions(+), 4 deletions(-) rename llm-service/app/tests/{provider_mocks => model_provider_mocks}/__init__.py (100%) rename llm-service/app/tests/{provider_mocks => model_provider_mocks}/bedrock.py (83%) create mode 100644 llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py rename llm-service/app/tests/{provider_mocks => model_provider_mocks}/utils.py (100%) diff --git a/llm-service/app/tests/provider_mocks/__init__.py b/llm-service/app/tests/model_provider_mocks/__init__.py similarity index 100% rename from llm-service/app/tests/provider_mocks/__init__.py rename to llm-service/app/tests/model_provider_mocks/__init__.py diff --git a/llm-service/app/tests/provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py similarity index 83% rename from llm-service/app/tests/provider_mocks/bedrock.py rename to llm-service/app/tests/model_provider_mocks/bedrock.py index 62847775e..08f5b7121 100644 --- a/llm-service/app/tests/provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -48,6 +48,10 @@ from app.config import settings from app.services.caii.types import ModelResponse from app.services.models.providers import BedrockModelProvider +from .testing_chat_history_manager import ( + patch_get_chat_history_manager, + TestingChatHistoryManager, +) from .utils import patch_env_vars TEXT_MODELS = [ @@ -149,7 +153,7 @@ def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): return patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call) -@pytest.fixture +@pytest.fixture(autouse=True) def mock_bedrock(monkeypatch) -> Iterator[None]: with patch_env_vars(BedrockModelProvider): with ( @@ -170,8 +174,8 @@ def mock_bedrock(monkeypatch) -> Iterator[None]: yield -# TODO: move this test function to a discoverable place -def test_bedrock(mock_bedrock, client) -> None: +# TODO: move test functions to a discoverable place +def test_bedrock_models(client) -> None: response = client.get("/llm-service/models/model_source") assert response.status_code == 200 assert response.json() == "Bedrock" @@ -199,3 +203,38 @@ def test_bedrock(mock_bedrock, client) -> None: for model_id, availability in RERANKING_MODELS if availability == "AVAILABLE" ] + + # response = client.get("/llm-service/models/embedding/cohere.embed-english-v3/test") + + +def test_bedrock_sessions(client) -> None: + session_id = 1 + with patch_get_chat_history_manager() as get_testing_chat_history_manager: + chat_history = get_testing_chat_history_manager().retrieve_chat_history( + session_id=session_id + ) + + response = client.get(f"/llm-service/sessions/{session_id}/chat-history") + assert response.status_code == 200 + assert response.json()["data"] == [msg.model_dump() for msg in chat_history] + + msg = chat_history[0] # TODO: randomize? + response = client.get( + f"/llm-service/sessions/{msg.session_id}/chat-history/{msg.id}", + ) + assert response.status_code == 200 + assert response.json() == msg.model_dump() + + # TODO: maybe call the chat endpoint and see if history changes + + # response = client.post("/llm-service/sessions/1/rename-session") + # assert response.status_code == 200 + + +# def test_bedrock_chat(client) -> None: +# response = client.post("/llm-service/sessions/suggest-questions") +# print(f"{response.json()=}") +# assert response.status_code == 200 +# +# response = client.post("/llm-service/sessions/1/stream-completion") +# assert response.status_code == 200 diff --git a/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py b/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py new file mode 100644 index 000000000..38a9d20a2 --- /dev/null +++ b/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py @@ -0,0 +1,99 @@ +# +# CLOUDERA APPLIED MACHINE LEARNING PROTOTYPE (AMP) +# (C) Cloudera, Inc. 2025 +# All rights reserved. +# +# Applicable Open Source License: Apache 2.0 +# +# NOTE: Cloudera open source products are modular software products +# made up of hundreds of individual components, each of which was +# individually copyrighted. Each Cloudera open source product is a +# collective work under U.S. Copyright Law. Your license to use the +# collective work is as provided in your written agreement with +# Cloudera. Used apart from the collective work, this file is +# licensed for your use pursuant to the open source license +# identified above. +# +# This code is provided to you pursuant a written agreement with +# (i) Cloudera, Inc. or (ii) a third-party authorized to distribute +# this code. If you do not have a written agreement with Cloudera nor +# with an authorized and properly licensed third party, you do not +# have any rights to access nor to use this code. +# +# Absent a written agreement with Cloudera, Inc. ("Cloudera") to the +# contrary, A) CLOUDERA PROVIDES THIS CODE TO YOU WITHOUT WARRANTIES OF ANY +# KIND; (B) CLOUDERA DISCLAIMS ANY AND ALL EXPRESS AND IMPLIED +# WARRANTIES WITH RESPECT TO THIS CODE, INCLUDING BUT NOT LIMITED TO +# IMPLIED WARRANTIES OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY AND +# FITNESS FOR A PARTICULAR PURPOSE; (C) CLOUDERA IS NOT LIABLE TO YOU, +# AND WILL NOT DEFEND, INDEMNIFY, NOR HOLD YOU HARMLESS FOR ANY CLAIMS +# ARISING FROM OR RELATED TO THE CODE; AND (D)WITH RESPECT TO YOUR EXERCISE +# OF ANY RIGHTS GRANTED TO YOU FOR THE CODE, CLOUDERA IS NOT LIABLE FOR ANY +# DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, PUNITIVE OR +# CONSEQUENTIAL DAMAGES INCLUDING, BUT NOT LIMITED TO, DAMAGES +# RELATED TO LOST REVENUE, LOST PROFITS, LOSS OF INCOME, LOSS OF +# BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF +# DATA. +# +import time +import uuid +from contextlib import AbstractContextManager +from typing import Callable +from unittest.mock import patch + +from alembic.testing.fixtures import testing_config + +from app.services.chat_history.chat_history_manager import ( + ChatHistoryManager, + RagStudioChatMessage, + RagMessage, +) +from app.services.models import get_provider_class + + +class TestingChatHistoryManager(ChatHistoryManager): + def __init__(self): + self._chat_history: dict[int, list[RagStudioChatMessage]] = dict() + + def retrieve_chat_history(self, session_id: int) -> list[RagStudioChatMessage]: + return self._chat_history.get(session_id, []) + + def clear_chat_history(self, session_id: int) -> None: + self._chat_history[session_id] = [] + + def delete_chat_history(self, session_id: int) -> None: + del self._chat_history[session_id] + + def append_to_history( + self, session_id: int, messages: list[RagStudioChatMessage] + ) -> None: + self._chat_history.setdefault(session_id, []).extend(messages) + + +def patch_get_chat_history_manager() -> ( + AbstractContextManager[Callable[[], TestingChatHistoryManager]] +): + session_id = 1 + testing_chat_history_manager = TestingChatHistoryManager() + testing_chat_history_manager.append_to_history( + session_id, + [ + RagStudioChatMessage( + id=str(uuid.uuid4()), + session_id=session_id, + source_nodes=[], + inference_model=get_provider_class() + .list_llm_models()[0] # TODO: randomize? + .model_id, + rag_message=RagMessage(user="test question", assistant="test answer"), + evaluations=[], + timestamp=time.time(), + condensed_question=None, + ) + ], + ) + + return patch( + "app.services.chat_history.chat_history_manager._get_chat_history_manager", + new=lambda: testing_chat_history_manager, + ) diff --git a/llm-service/app/tests/provider_mocks/utils.py b/llm-service/app/tests/model_provider_mocks/utils.py similarity index 100% rename from llm-service/app/tests/provider_mocks/utils.py rename to llm-service/app/tests/model_provider_mocks/utils.py diff --git a/llm-service/app/tests/services/test_models.py b/llm-service/app/tests/services/test_models.py index 3a6b4039a..a7aa114da 100644 --- a/llm-service/app/tests/services/test_models.py +++ b/llm-service/app/tests/services/test_models.py @@ -44,7 +44,7 @@ from app.services.caii.types import ListEndpointEntry from app.services.models.providers import BedrockModelProvider from app.services.models.providers._model_provider import _ModelProvider -from app.tests.provider_mocks.utils import patch_env_vars +from app.tests.model_provider_mocks.utils import patch_env_vars @pytest.fixture(params=_ModelProvider.__subclasses__()) From 767f0aea384c7ad3c0efc624a370a5dceea49035 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 26 Aug 2025 11:14:10 -0700 Subject: [PATCH 11/21] Mostly satisfy linters --- .../app/tests/model_provider_mocks/bedrock.py | 27 ++++++++++++------- .../testing_chat_history_manager.py | 7 +++-- 2 files changed, 20 insertions(+), 14 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 08f5b7121..8a90d2885 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -36,13 +36,14 @@ # DATA. # from contextlib import AbstractContextManager -from typing import Iterator +from typing import Iterator, Callable, Any from unittest.mock import patch from urllib.parse import urljoin import botocore import pytest import responses +from fastapi.testclient import TestClient from llama_index.llms.bedrock_converse.utils import BEDROCK_MODELS from app.config import settings @@ -50,7 +51,6 @@ from app.services.models.providers import BedrockModelProvider from .testing_chat_history_manager import ( patch_get_chat_history_manager, - TestingChatHistoryManager, ) from .utils import patch_env_vars @@ -67,7 +67,7 @@ ] -def _patch_requests() -> AbstractContextManager: +def _patch_requests() -> AbstractContextManager[responses.RequestsMock]: bedrock_url_base = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" r_mock = responses.RequestsMock(assert_all_requests_are_fired=False) for model_id, availability in TEXT_MODELS + EMBEDDING_MODELS: @@ -91,10 +91,17 @@ def _patch_requests() -> AbstractContextManager: return r_mock -def _patch_boto3() -> AbstractContextManager: - make_api_call = botocore.client.BaseClient._make_api_call +make_api_callable = Callable[[type, str, dict[str, str]], Any] - def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): + +def _patch_boto3() -> AbstractContextManager[make_api_callable]: + make_api_call: make_api_callable = botocore.client.BaseClient._make_api_call # type: ignore + + def mock_make_api_call( + self: type, + operation_name: str, + api_params: dict[str, str], + ) -> Any: """Mock Boto3 Bedrock operations, since moto doesn't have full coverage. Based on https://docs.getmoto.org/en/latest/docs/services/patching_other_services.html. @@ -154,7 +161,7 @@ def mock_make_api_call(self, operation_name: str, api_params: dict[str, str]): @pytest.fixture(autouse=True) -def mock_bedrock(monkeypatch) -> Iterator[None]: +def mock_bedrock(monkeypatch: pytest.MonkeyPatch) -> Iterator[None]: with patch_env_vars(BedrockModelProvider): with ( _patch_requests(), @@ -175,7 +182,7 @@ def mock_bedrock(monkeypatch) -> Iterator[None]: # TODO: move test functions to a discoverable place -def test_bedrock_models(client) -> None: +def test_bedrock_models(client: TestClient) -> None: response = client.get("/llm-service/models/model_source") assert response.status_code == 200 assert response.json() == "Bedrock" @@ -207,7 +214,7 @@ def test_bedrock_models(client) -> None: # response = client.get("/llm-service/models/embedding/cohere.embed-english-v3/test") -def test_bedrock_sessions(client) -> None: +def test_bedrock_sessions(client: TestClient) -> None: session_id = 1 with patch_get_chat_history_manager() as get_testing_chat_history_manager: chat_history = get_testing_chat_history_manager().retrieve_chat_history( @@ -231,7 +238,7 @@ def test_bedrock_sessions(client) -> None: # assert response.status_code == 200 -# def test_bedrock_chat(client) -> None: +# def test_bedrock_chat(client: TestClient) -> None: # response = client.post("/llm-service/sessions/suggest-questions") # print(f"{response.json()=}") # assert response.status_code == 200 diff --git a/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py b/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py index 38a9d20a2..1fba93510 100644 --- a/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py +++ b/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py @@ -41,18 +41,16 @@ from typing import Callable from unittest.mock import patch -from alembic.testing.fixtures import testing_config - from app.services.chat_history.chat_history_manager import ( ChatHistoryManager, RagStudioChatMessage, RagMessage, ) -from app.services.models import get_provider_class +from app.services.models.providers import get_provider_class class TestingChatHistoryManager(ChatHistoryManager): - def __init__(self): + def __init__(self) -> None: self._chat_history: dict[int, list[RagStudioChatMessage]] = dict() def retrieve_chat_history(self, session_id: int) -> list[RagStudioChatMessage]: @@ -70,6 +68,7 @@ def append_to_history( self._chat_history.setdefault(session_id, []).extend(messages) +# TODO: we might want to specifically patch S3 and Simple to test their implementations def patch_get_chat_history_manager() -> ( AbstractContextManager[Callable[[], TestingChatHistoryManager]] ): From d04c2969726b04b113dbf5f999b347a6425b962c Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 26 Aug 2025 15:39:32 -0700 Subject: [PATCH 12/21] Start mocking Bedrock model-calling endpoints --- llm-service/app/tests/conftest.py | 20 ++--- .../app/tests/model_provider_mocks/bedrock.py | 88 +++++++++++++++---- 2 files changed, 81 insertions(+), 27 deletions(-) diff --git a/llm-service/app/tests/conftest.py b/llm-service/app/tests/conftest.py index 818f726c5..9dbbd1127 100644 --- a/llm-service/app/tests/conftest.py +++ b/llm-service/app/tests/conftest.py @@ -175,16 +175,16 @@ def get_datasource_metadata(data_source_id: int) -> RagDataSource: ) -@pytest.fixture(autouse=True) -def embedding_model(monkeypatch: pytest.MonkeyPatch) -> None: - model = DummyEmbeddingModel() - monkeypatch.setattr(models.Embedding, "get", lambda cls, model_name=None: model) - - -@pytest.fixture(autouse=True) -def llm(monkeypatch: pytest.MonkeyPatch) -> None: - model = models.LLM.get_noop() - monkeypatch.setattr(models.LLM, "get", lambda cls, model_name=None: model) +# @pytest.fixture(autouse=True) +# def embedding_model(monkeypatch: pytest.MonkeyPatch) -> None: +# model = DummyEmbeddingModel() +# monkeypatch.setattr(models.Embedding, "get", lambda cls, model_name=None: model) +# +# +# @pytest.fixture(autouse=True) +# def llm(monkeypatch: pytest.MonkeyPatch) -> None: +# model = models.LLM.get_noop() +# monkeypatch.setattr(models.LLM, "get", lambda cls, model_name=None: model) @pytest.fixture diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 8a90d2885..2845cb4a5 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -35,6 +35,9 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # +import io +import json +import random from contextlib import AbstractContextManager from typing import Iterator, Callable, Any from unittest.mock import patch @@ -55,15 +58,15 @@ from .utils import patch_env_vars TEXT_MODELS = [ - ("test.unavailable-text-model-v1", "NOT_AVAILABLE"), - ("test.available-text-model-v1", "AVAILABLE"), + ("amazon.unavailable-text-model-v1", "NOT_AVAILABLE"), + ("amazon.available-text-model-v1", "AVAILABLE"), ] EMBEDDING_MODELS = [ - ("test.unavailable-embedding-model-v1", "NOT_AVAILABLE"), - ("test.available-embedding-model-v1", "AVAILABLE"), + ("amazon.unavailable-embedding-model-v1", "NOT_AVAILABLE"), + ("amazon.available-embedding-model-v1", "AVAILABLE"), ] RERANKING_MODELS = [ - ("test.available-reranking-model-v1", "AVAILABLE"), + ("amazon.available-reranking-model-v1", "AVAILABLE"), ] @@ -152,7 +155,44 @@ def mock_make_api_call( for model_id, _ in TEXT_MODELS + EMBEDDING_MODELS ], } - + elif operation_name == "InvokeModel": + texts: list[str] = json.loads(api_params["body"])["inputText"] + return { + "contentType": "application/json", + # TODO: does this need to be botocore.response.StreamingBody? + "body": io.BytesIO( + json.dumps( + { + "texts": texts, + "embeddings": [ + [random.gauss(mu=0.0, sigma=0.1) for _ in range(16)] + for _ in texts + ], + } + ).encode() + ), + } + elif operation_name == "Converse": + return { + "output": { + "message": { + "role": "assistant", + "content": [{"text": "\n\nTest response."}], + } + }, + "stopReason": "end_turn", + # "usage": {"inputTokens": 21, "outputTokens": 75, "totalTokens": 96}, + # "metrics": {"latencyMs": 827}, + } + elif operation_name == "Rerank": + return { + "results": [ + # TODO: Is the document store checked prior to this? Do I need to mock that too? + {"index": 0, "relevanceScore": random.random()}, + {"index": 1, "relevanceScore": random.random()}, + {"index": 2, "relevanceScore": random.random()}, + ] + } else: # passthrough return make_api_call(self, operation_name, api_params) @@ -187,31 +227,45 @@ def test_bedrock_models(client: TestClient) -> None: assert response.status_code == 200 assert response.json() == "Bedrock" - response = client.get("/llm-service/models/embeddings") - assert response.status_code == 200 - assert [model["model_id"] for model in response.json()] == [ + available_embedding_models = [ model_id for model_id, availability in EMBEDDING_MODELS if availability == "AVAILABLE" ] - - response = client.get("/llm-service/models/llm") + response = client.get("/llm-service/models/embeddings") assert response.status_code == 200 - assert [model["model_id"] for model in response.json()] == [ + assert [ + model["model_id"] for model in response.json() + ] == available_embedding_models + # for model_id in available_embedding_models: + # response = client.get(f"/llm-service/models/embedding/{model_id}/test") + # assert response.status_code == 200 # TODO + + available_text_models = [ model_id for model_id, availability in TEXT_MODELS if availability == "AVAILABLE" ] - - response = client.get("/llm-service/models/reranking") + response = client.get("/llm-service/models/llm") assert response.status_code == 200 - assert [model["model_id"] for model in response.json()] == [ + assert [model["model_id"] for model in response.json()] == available_text_models + for model_id in available_text_models: + response = client.get(f"/llm-service/models/llm/{model_id}/test") + assert response.status_code == 200 + + available_reranking_models = [ model_id for model_id, availability in RERANKING_MODELS if availability == "AVAILABLE" ] - - # response = client.get("/llm-service/models/embedding/cohere.embed-english-v3/test") + response = client.get("/llm-service/models/reranking") + assert response.status_code == 200 + assert [ + model["model_id"] for model in response.json() + ] == available_reranking_models + # for model_id in available_reranking_models: + # response = client.get(f"/llm-service/models/reranking/{model_id}/test") + # assert response.status_code == 200 # TODO def test_bedrock_sessions(client: TestClient) -> None: From 54fe734269dfcbf7075ff75b47831e4d00e49e53 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 26 Aug 2025 15:55:31 -0700 Subject: [PATCH 13/21] Mock embedding --- .../app/tests/model_provider_mocks/bedrock.py | 15 +++++---------- 1 file changed, 5 insertions(+), 10 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 2845cb4a5..441d98a81 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -156,17 +156,12 @@ def mock_make_api_call( ], } elif operation_name == "InvokeModel": - texts: list[str] = json.loads(api_params["body"])["inputText"] return { - "contentType": "application/json", - # TODO: does this need to be botocore.response.StreamingBody? "body": io.BytesIO( json.dumps( { - "texts": texts, - "embeddings": [ - [random.gauss(mu=0.0, sigma=0.1) for _ in range(16)] - for _ in texts + "embedding": [ + random.gauss(mu=0.0, sigma=0.1) for _ in range(16) ], } ).encode() @@ -237,9 +232,9 @@ def test_bedrock_models(client: TestClient) -> None: assert [ model["model_id"] for model in response.json() ] == available_embedding_models - # for model_id in available_embedding_models: - # response = client.get(f"/llm-service/models/embedding/{model_id}/test") - # assert response.status_code == 200 # TODO + for model_id in available_embedding_models: + response = client.get(f"/llm-service/models/embedding/{model_id}/test") + assert response.status_code == 200 # TODO available_text_models = [ model_id From 95045be3974deaa8172b11b68af4fc40d546737a Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 26 Aug 2025 16:09:28 -0700 Subject: [PATCH 14/21] Mock reranking --- llm-service/app/services/models/reranking.py | 13 ++++++------- .../app/tests/model_provider_mocks/bedrock.py | 15 +++++++-------- 2 files changed, 13 insertions(+), 15 deletions(-) diff --git a/llm-service/app/services/models/reranking.py b/llm-service/app/services/models/reranking.py index 8aad6959d..62fb5616a 100644 --- a/llm-service/app/services/models/reranking.py +++ b/llm-service/app/services/models/reranking.py @@ -67,22 +67,21 @@ def get_noop() -> BaseNodePostprocessor: def list_available() -> list[ModelResponse]: return get_provider_class().list_reranking_models() + _TEST_NODES = [ + NodeWithScore(node=TextNode(text="test node"), score=0.5), + NodeWithScore(node=TextNode(text="another test node"), score=0.4), + ] + @classmethod def test(cls, model_name: str) -> str: models = cls.list_available() for model in models: if model.model_id == model_name: - node = NodeWithScore(node=TextNode(text="test"), score=0.5) - another_test_node = NodeWithScore( - node=TextNode(text="another test node"), score=0.4 - ) reranking_model: BaseNodePostprocessor | None = cls.get( model_name=model_name ) if reranking_model: - reranking_model.postprocess_nodes( - [node, another_test_node], None, "test" - ) + reranking_model.postprocess_nodes(cls._TEST_NODES, None, "test") return "ok" raise HTTPException(status_code=404, detail="Model not found") diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 441d98a81..8faad4a9c 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -52,6 +52,7 @@ from app.config import settings from app.services.caii.types import ModelResponse from app.services.models.providers import BedrockModelProvider +from app.services.models import Reranking from .testing_chat_history_manager import ( patch_get_chat_history_manager, ) @@ -182,10 +183,8 @@ def mock_make_api_call( elif operation_name == "Rerank": return { "results": [ - # TODO: Is the document store checked prior to this? Do I need to mock that too? - {"index": 0, "relevanceScore": random.random()}, - {"index": 1, "relevanceScore": random.random()}, - {"index": 2, "relevanceScore": random.random()}, + {"index": i, "relevanceScore": random.random()} + for i in range(len(Reranking._TEST_NODES)) ] } else: @@ -234,7 +233,7 @@ def test_bedrock_models(client: TestClient) -> None: ] == available_embedding_models for model_id in available_embedding_models: response = client.get(f"/llm-service/models/embedding/{model_id}/test") - assert response.status_code == 200 # TODO + assert response.status_code == 200 available_text_models = [ model_id @@ -258,9 +257,9 @@ def test_bedrock_models(client: TestClient) -> None: assert [ model["model_id"] for model in response.json() ] == available_reranking_models - # for model_id in available_reranking_models: - # response = client.get(f"/llm-service/models/reranking/{model_id}/test") - # assert response.status_code == 200 # TODO + for model_id in available_reranking_models: + response = client.get(f"/llm-service/models/reranking/{model_id}/test") + assert response.status_code == 200 def test_bedrock_sessions(client: TestClient) -> None: From 763316610f4ae9e35c20bdca5b21fb2e6b59393f Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Wed, 27 Aug 2025 11:58:34 -0700 Subject: [PATCH 15/21] Refactor --- llm-service/app/tests/conftest.py | 1 - .../app/tests/model_provider_mocks/bedrock.py | 147 +++++++++--------- 2 files changed, 74 insertions(+), 74 deletions(-) diff --git a/llm-service/app/tests/conftest.py b/llm-service/app/tests/conftest.py index 9dbbd1127..36d1e6f87 100644 --- a/llm-service/app/tests/conftest.py +++ b/llm-service/app/tests/conftest.py @@ -51,7 +51,6 @@ from app.ai.vector_stores.qdrant import QdrantVectorStore from app.main import app -from app.services import models from app.services.metadata_apis import data_sources_metadata_api from app.services.metadata_apis.data_sources_metadata_api import RagDataSource diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 8faad4a9c..834c6789c 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -58,23 +58,37 @@ ) from .utils import patch_env_vars -TEXT_MODELS = [ - ("amazon.unavailable-text-model-v1", "NOT_AVAILABLE"), - ("amazon.available-text-model-v1", "AVAILABLE"), -] EMBEDDING_MODELS = [ ("amazon.unavailable-embedding-model-v1", "NOT_AVAILABLE"), ("amazon.available-embedding-model-v1", "AVAILABLE"), ] +TEXT_MODELS = [ + ("amazon.unavailable-text-model-v1", "NOT_AVAILABLE"), + ("amazon.available-text-model-v1", "AVAILABLE"), +] RERANKING_MODELS = [ ("amazon.available-reranking-model-v1", "AVAILABLE"), ] +AVAILABLE_EMBEDDING_MODELS = [ + model_id + for model_id, availability in EMBEDDING_MODELS + if availability == "AVAILABLE" +] +AVAILABLE_TEXT_MODELS = [ + model_id for model_id, availability in TEXT_MODELS if availability == "AVAILABLE" +] +AVAILABLE_RERANKING_MODELS = [ + model_id + for model_id, availability in RERANKING_MODELS + if availability == "AVAILABLE" +] + def _patch_requests() -> AbstractContextManager[responses.RequestsMock]: bedrock_url_base = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" r_mock = responses.RequestsMock(assert_all_requests_are_fired=False) - for model_id, availability in TEXT_MODELS + EMBEDDING_MODELS: + for model_id, availability in EMBEDDING_MODELS + TEXT_MODELS: r_mock.get( urljoin( bedrock_url_base, @@ -114,8 +128,8 @@ def mock_make_api_call( if operation_name == "ListFoundationModels": modality = api_params["byOutputModality"] models = { - "TEXT": TEXT_MODELS, "EMBEDDING": EMBEDDING_MODELS, + "TEXT": TEXT_MODELS, }.get(modality) if models is None: raise ValueError(f"test encountered unexpected modality {modality}") @@ -153,7 +167,7 @@ def mock_make_api_call( "status": "ACTIVE", "type": "SYSTEM_DEFINED", } - for model_id, _ in TEXT_MODELS + EMBEDDING_MODELS + for model_id, _ in EMBEDDING_MODELS + TEXT_MODELS ], } elif operation_name == "InvokeModel": @@ -177,8 +191,6 @@ def mock_make_api_call( } }, "stopReason": "end_turn", - # "usage": {"inputTokens": 21, "outputTokens": 75, "totalTokens": 96}, - # "metrics": {"latencyMs": 827}, } elif operation_name == "Rerank": return { @@ -216,80 +228,69 @@ def mock_bedrock(monkeypatch: pytest.MonkeyPatch) -> Iterator[None]: # TODO: move test functions to a discoverable place -def test_bedrock_models(client: TestClient) -> None: - response = client.get("/llm-service/models/model_source") - assert response.status_code == 200 - assert response.json() == "Bedrock" - - available_embedding_models = [ - model_id - for model_id, availability in EMBEDDING_MODELS - if availability == "AVAILABLE" - ] - response = client.get("/llm-service/models/embeddings") - assert response.status_code == 200 - assert [ - model["model_id"] for model in response.json() - ] == available_embedding_models - for model_id in available_embedding_models: - response = client.get(f"/llm-service/models/embedding/{model_id}/test") +class TestBedrock: + def test_model_source(self, client: TestClient) -> None: + response = client.get("/llm-service/models/model_source") assert response.status_code == 200 + assert response.json() == "Bedrock" - available_text_models = [ - model_id - for model_id, availability in TEXT_MODELS - if availability == "AVAILABLE" - ] - response = client.get("/llm-service/models/llm") - assert response.status_code == 200 - assert [model["model_id"] for model in response.json()] == available_text_models - for model_id in available_text_models: - response = client.get(f"/llm-service/models/llm/{model_id}/test") + def test_get_models(self, client: TestClient) -> None: + response = client.get("/llm-service/models/embeddings") assert response.status_code == 200 + assert [ + model["model_id"] for model in response.json() + ] == AVAILABLE_EMBEDDING_MODELS - available_reranking_models = [ - model_id - for model_id, availability in RERANKING_MODELS - if availability == "AVAILABLE" - ] - response = client.get("/llm-service/models/reranking") - assert response.status_code == 200 - assert [ - model["model_id"] for model in response.json() - ] == available_reranking_models - for model_id in available_reranking_models: - response = client.get(f"/llm-service/models/reranking/{model_id}/test") + response = client.get("/llm-service/models/llm") assert response.status_code == 200 + assert [model["model_id"] for model in response.json()] == AVAILABLE_TEXT_MODELS + response = client.get("/llm-service/models/reranking") + assert response.status_code == 200 + assert [ + model["model_id"] for model in response.json() + ] == AVAILABLE_RERANKING_MODELS -def test_bedrock_sessions(client: TestClient) -> None: - session_id = 1 - with patch_get_chat_history_manager() as get_testing_chat_history_manager: - chat_history = get_testing_chat_history_manager().retrieve_chat_history( - session_id=session_id - ) + def test_call_models(self, client: TestClient) -> None: + for model_id in AVAILABLE_EMBEDDING_MODELS: + response = client.get(f"/llm-service/models/embedding/{model_id}/test") + assert response.status_code == 200 - response = client.get(f"/llm-service/sessions/{session_id}/chat-history") - assert response.status_code == 200 - assert response.json()["data"] == [msg.model_dump() for msg in chat_history] + for model_id in AVAILABLE_TEXT_MODELS: + response = client.get(f"/llm-service/models/llm/{model_id}/test") + assert response.status_code == 200 - msg = chat_history[0] # TODO: randomize? - response = client.get( - f"/llm-service/sessions/{msg.session_id}/chat-history/{msg.id}", - ) - assert response.status_code == 200 - assert response.json() == msg.model_dump() + for model_id in AVAILABLE_RERANKING_MODELS: + response = client.get(f"/llm-service/models/reranking/{model_id}/test") + assert response.status_code == 200 - # TODO: maybe call the chat endpoint and see if history changes + def test_sessions(self, client: TestClient) -> None: + session_id = 1 + with patch_get_chat_history_manager() as get_testing_chat_history_manager: + chat_history = get_testing_chat_history_manager().retrieve_chat_history( + session_id=session_id + ) - # response = client.post("/llm-service/sessions/1/rename-session") - # assert response.status_code == 200 + response = client.get(f"/llm-service/sessions/{session_id}/chat-history") + assert response.status_code == 200 + assert response.json()["data"] == [msg.model_dump() for msg in chat_history] + msg = chat_history[0] # TODO: randomize? + response = client.get( + f"/llm-service/sessions/{msg.session_id}/chat-history/{msg.id}", + ) + assert response.status_code == 200 + assert response.json() == msg.model_dump() -# def test_bedrock_chat(client: TestClient) -> None: -# response = client.post("/llm-service/sessions/suggest-questions") -# print(f"{response.json()=}") -# assert response.status_code == 200 -# -# response = client.post("/llm-service/sessions/1/stream-completion") -# assert response.status_code == 200 + # TODO: maybe call the chat endpoint and see if history changes + + # response = client.post("/llm-service/sessions/1/rename-session") + # assert response.status_code == 200 + + # def test_bedrock_chat(self, client: TestClient) -> None: + # response = client.post("/llm-service/sessions/suggest-questions") + # print(f"{response.json()=}") + # assert response.status_code == 200 + # + # response = client.post("/llm-service/sessions/1/stream-completion") + # assert response.status_code == 200 From b4e4855720fc57dd62e3d343554b51d5a8d2f27f Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Wed, 27 Aug 2025 12:06:26 -0700 Subject: [PATCH 16/21] Satisfy linter --- llm-service/app/tests/model_provider_mocks/bedrock.py | 7 +++++-- .../testing_chat_history_manager.py | 11 +++++++---- 2 files changed, 12 insertions(+), 6 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 834c6789c..6734f55bf 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -39,7 +39,7 @@ import json import random from contextlib import AbstractContextManager -from typing import Iterator, Callable, Any +from typing import Iterator, Callable, Any, cast from unittest.mock import patch from urllib.parse import urljoin @@ -203,7 +203,10 @@ def mock_make_api_call( # passthrough return make_api_call(self, operation_name, api_params) - return patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call) + return cast( + AbstractContextManager[make_api_callable], + patch("botocore.client.BaseClient._make_api_call", new=mock_make_api_call), + ) @pytest.fixture(autouse=True) diff --git a/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py b/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py index 1fba93510..87a685370 100644 --- a/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py +++ b/llm-service/app/tests/model_provider_mocks/testing_chat_history_manager.py @@ -38,7 +38,7 @@ import time import uuid from contextlib import AbstractContextManager -from typing import Callable +from typing import Callable, cast from unittest.mock import patch from app.services.chat_history.chat_history_manager import ( @@ -92,7 +92,10 @@ def patch_get_chat_history_manager() -> ( ], ) - return patch( - "app.services.chat_history.chat_history_manager._get_chat_history_manager", - new=lambda: testing_chat_history_manager, + return cast( + AbstractContextManager[Callable[[], TestingChatHistoryManager]], + patch( + "app.services.chat_history.chat_history_manager._get_chat_history_manager", + new=lambda: testing_chat_history_manager, + ), ) From c1ef05312c315f839489374736a3c78cdcb72f88 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 28 Aug 2025 14:08:20 -0700 Subject: [PATCH 17/21] Test non-streaming chat --- .../app/tests/model_provider_mocks/bedrock.py | 150 ++++++++++++++++-- 1 file changed, 133 insertions(+), 17 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 6734f55bf..89c8b92cd 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -35,9 +35,11 @@ # BUSINESS ADVANTAGE OR UNAVAILABILITY, OR LOSS OR CORRUPTION OF # DATA. # +import contextlib import io import json import random +import re from contextlib import AbstractContextManager from typing import Iterator, Callable, Any, cast from unittest.mock import patch @@ -50,7 +52,9 @@ from llama_index.llms.bedrock_converse.utils import BEDROCK_MODELS from app.config import settings +from app.routers.index.sessions import RagStudioChatRequest from app.services.caii.types import ModelResponse +from app.services.metadata_apis import session_metadata_api from app.services.models.providers import BedrockModelProvider from app.services.models import Reranking from .testing_chat_history_manager import ( @@ -85,15 +89,21 @@ ] -def _patch_requests() -> AbstractContextManager[responses.RequestsMock]: - bedrock_url_base = f"https://bedrock.{settings.aws_default_region}.amazonaws.com/" - r_mock = responses.RequestsMock(assert_all_requests_are_fired=False) +@pytest.fixture +def requests_mock() -> Iterator[responses.RequestsMock]: + with responses.RequestsMock(assert_all_requests_are_fired=False) as requests_mock: + yield requests_mock + + +@contextlib.contextmanager +def _patch_bedrock_requests(requests_mock: responses.RequestsMock) -> Iterator[None]: + model_availability_url_base = urljoin( + f"https://bedrock.{settings.aws_default_region}.amazonaws.com/", + "foundation-model-availability/", + ) for model_id, availability in EMBEDDING_MODELS + TEXT_MODELS: - r_mock.get( - urljoin( - bedrock_url_base, - f"foundation-model-availability/{model_id}", - ), + requests_mock.get( + urljoin(model_availability_url_base, model_id), json={ "agreementAvailability": { "errorMessage": None, @@ -106,7 +116,14 @@ def _patch_requests() -> AbstractContextManager[responses.RequestsMock]: }, ) - return r_mock + try: + yield + finally: + for model_id, _ in EMBEDDING_MODELS + TEXT_MODELS: + requests_mock.remove( + responses.GET, + urljoin(model_availability_url_base, model_id), + ) make_api_callable = Callable[[type, str, dict[str, str]], Any] @@ -210,10 +227,13 @@ def mock_make_api_call( @pytest.fixture(autouse=True) -def mock_bedrock(monkeypatch: pytest.MonkeyPatch) -> Iterator[None]: +def mock_bedrock( + monkeypatch: pytest.MonkeyPatch, + requests_mock: responses.RequestsMock, +) -> Iterator[None]: with patch_env_vars(BedrockModelProvider): with ( - _patch_requests(), + _patch_bedrock_requests(requests_mock), _patch_boto3(), patch( # mock reranking models, which are hard-coded in our app "app.services.models.providers.BedrockModelProvider.list_reranking_models", @@ -230,6 +250,45 @@ def mock_bedrock(monkeypatch: pytest.MonkeyPatch) -> Iterator[None]: yield +@pytest.fixture(autouse=True) +def mock_java(requests_mock: responses.RequestsMock) -> Iterator[None]: + session_metadata_url_base = re.escape( + session_metadata_api.url_template().format(""), + ) + session_metadata_url_pattern = re.compile(session_metadata_url_base + "\d+") + requests_mock.get( + session_metadata_url_pattern, + json={ # TODO + "id": 1, + "name": "Greetings", + "dataSourceIds": [], + "projectId": 1, + "timeCreated": 1756163016.047287, + "timeUpdated": 1756163016.641615, + "createdById": "mliu", + "updatedById": "mliu", + "lastInteractionTime": None, + "inferenceModel": "meta.llama3-8b-instruct-v1:0", + "associatedDataSourceId": 2, + "rerankModel": None, + "responseChunks": 10, + "queryConfiguration": { + "enableHyde": False, + "enableSummaryFilter": True, + "enableToolCalling": False, + "disableStreaming": True, + "selectedTools": [], + }, + }, + ) + + try: + yield + finally: + requests_mock.remove(responses.GET, session_metadata_url_pattern) + requests_mock.remove(responses.POST, session_metadata_url_pattern) + + # TODO: move test functions to a discoverable place class TestBedrock: def test_model_source(self, client: TestClient) -> None: @@ -267,7 +326,7 @@ def test_call_models(self, client: TestClient) -> None: response = client.get(f"/llm-service/models/reranking/{model_id}/test") assert response.status_code == 200 - def test_sessions(self, client: TestClient) -> None: + def test_get_chat_history(self, client: TestClient) -> None: session_id = 1 with patch_get_chat_history_manager() as get_testing_chat_history_manager: chat_history = get_testing_chat_history_manager().retrieve_chat_history( @@ -287,13 +346,70 @@ def test_sessions(self, client: TestClient) -> None: # TODO: maybe call the chat endpoint and see if history changes - # response = client.post("/llm-service/sessions/1/rename-session") - # assert response.status_code == 200 - - # def test_bedrock_chat(self, client: TestClient) -> None: + # def test_session(self, client: TestClient) -> None: + # session_id = 1 + # with patch_get_chat_history_manager(): + # response = client.post(f"/llm-service/sessions/{session_id}/rename-session") + # print(f"{response.json()}") + # assert response.status_code == 200 + # # response = client.post("/llm-service/sessions/suggest-questions") # print(f"{response.json()=}") # assert response.status_code == 200 # - # response = client.post("/llm-service/sessions/1/stream-completion") + # # TODO: patch chat history manager? + # response = client.post(f"/llm-service/sessions/{session_id}/suggest-questions") + # print(f"{response.json()=}") # assert response.status_code == 200 + + def test_non_streaming_chat(self, client: TestClient) -> None: + """Test ``/stream-completion`` when ``disable_streaming = True`` + + Checks that the endpoint returns the correct response and appends to chat history. + + """ + session_id = 1 + with patch_get_chat_history_manager() as get_testing_chat_history_manager: + chat_history_manager = get_testing_chat_history_manager() + pre_chat_history = chat_history_manager.retrieve_chat_history( + session_id=session_id, + ).copy() + + response = client.post( + f"/llm-service/sessions/{session_id}/stream-completion", + json=RagStudioChatRequest(query="test question").model_dump(), + ) + + post_chat_history = chat_history_manager.retrieve_chat_history( + session_id=session_id, + ) + + # check chat response + assert response.status_code == 200 + response_stream: Iterator[dict[str, Any]] = map( + lambda line: json.loads(line.removeprefix("data: ")), + filter(None, response.iter_lines()), + ) + assert ( + next(response_stream)["event"].items() + >= { + "type": "thinking", + "name": "thinking", + "data": "Preparing full response...", + }.items() + ) + assert ( + next(response_stream)["event"].items() + >= { + "type": "done", + "name": "chat_done", + "data": None, + }.items() + ) + response_id = next(response_stream)["response_id"] + with pytest.raises(StopIteration): + next(response_stream) + + # check chat history + assert len(pre_chat_history) + 1 == len(post_chat_history) + assert post_chat_history[-1].id == response_id From dedbdc29bde22317085d65bca806550df153ccf3 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 28 Aug 2025 15:24:07 -0700 Subject: [PATCH 18/21] Test streaming chat --- .../app/tests/model_provider_mocks/bedrock.py | 157 ++++++++++++++++-- 1 file changed, 139 insertions(+), 18 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 89c8b92cd..b40283b7a 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -37,9 +37,11 @@ # import contextlib import io +import itertools import json import random import re +import string from contextlib import AbstractContextManager from typing import Iterator, Callable, Any, cast from unittest.mock import patch @@ -55,8 +57,8 @@ from app.routers.index.sessions import RagStudioChatRequest from app.services.caii.types import ModelResponse from app.services.metadata_apis import session_metadata_api -from app.services.models.providers import BedrockModelProvider from app.services.models import Reranking +from app.services.models.providers import BedrockModelProvider from .testing_chat_history_manager import ( patch_get_chat_history_manager, ) @@ -88,6 +90,13 @@ if availability == "AVAILABLE" ] +MOCK_EMBEDDING_RESPONSE = [random.gauss(mu=0.0, sigma=0.1) for _ in range(16)] +MOCK_TEXT_RESPONSE = "\n\nThis is a test response." +MOCK_RERANKING_RESPONSE = [ + {"index": i, "relevanceScore": random.random()} + for i in range(len(Reranking._TEST_NODES)) +] + @pytest.fixture def requests_mock() -> Iterator[responses.RequestsMock]: @@ -190,32 +199,79 @@ def mock_make_api_call( elif operation_name == "InvokeModel": return { "body": io.BytesIO( - json.dumps( - { - "embedding": [ - random.gauss(mu=0.0, sigma=0.1) for _ in range(16) - ], - } - ).encode() + json.dumps({"embedding": MOCK_EMBEDDING_RESPONSE}).encode(), ), } elif operation_name == "Converse": return { + "ResponseMetadata": { + "HTTPHeaders": {"content-type": "application/json"}, + }, "output": { "message": { "role": "assistant", - "content": [{"text": "\n\nTest response."}], + "content": [{"text": MOCK_TEXT_RESPONSE}], } }, "stopReason": "end_turn", } - elif operation_name == "Rerank": + elif operation_name == "ConverseStream": + leading_whitespace, text_response, ending_punctuation = re.match( + rf"^(\s+)([\w ]+)([{re.escape(string.punctuation)}])$", + MOCK_TEXT_RESPONSE, + ).groups() # type: ignore[union-attr] + response = iter(text_response.split(" ")) return { - "results": [ - {"index": i, "relevanceScore": random.random()} - for i in range(len(Reranking._TEST_NODES)) - ] + "ResponseMetadata": { + "HTTPHeaders": { + "content-type": "application/vnd.amazon.eventstream", + }, + }, + "stream": itertools.chain( + [ + {"messageStart": {"role": "assistant"}}, + { + "contentBlockDelta": { + "delta": {"text": leading_whitespace}, + "contentBlockIndex": 0, + } + }, + { + "contentBlockDelta": { + "delta": {"text": next(response)}, + "contentBlockIndex": 0, + } + }, + ], + ( + { + "contentBlockDelta": { + "delta": {"text": " " + delta}, + "contentBlockIndex": 0, + } + } + for delta in response + ), + [ + { + "contentBlockDelta": { + "delta": {"text": ending_punctuation}, + "contentBlockIndex": 0, + } + }, + { + "contentBlockDelta": { + "delta": {"text": ""}, + "contentBlockIndex": 0, + } + }, + {"contentBlockStop": {"contentBlockIndex": 0}}, + {"messageStop": {"stopReason": "end_turn"}}, + ], + ), } + elif operation_name == "Rerank": + return {"results": MOCK_RERANKING_RESPONSE} else: # passthrough return make_api_call(self, operation_name, api_params) @@ -226,7 +282,7 @@ def mock_make_api_call( ) -@pytest.fixture(autouse=True) +@pytest.fixture() def mock_bedrock( monkeypatch: pytest.MonkeyPatch, requests_mock: responses.RequestsMock, @@ -250,7 +306,7 @@ def mock_bedrock( yield -@pytest.fixture(autouse=True) +@pytest.fixture() def mock_java(requests_mock: responses.RequestsMock) -> Iterator[None]: session_metadata_url_base = re.escape( session_metadata_api.url_template().format(""), @@ -276,7 +332,7 @@ def mock_java(requests_mock: responses.RequestsMock) -> Iterator[None]: "enableHyde": False, "enableSummaryFilter": True, "enableToolCalling": False, - "disableStreaming": True, + "disableStreaming": False, # TODO: make this configurable by tests "selectedTools": [], }, }, @@ -290,6 +346,7 @@ def mock_java(requests_mock: responses.RequestsMock) -> Iterator[None]: # TODO: move test functions to a discoverable place +@pytest.mark.usefixtures("mock_bedrock") class TestBedrock: def test_model_source(self, client: TestClient) -> None: response = client.get("/llm-service/models/model_source") @@ -313,7 +370,7 @@ def test_get_models(self, client: TestClient) -> None: model["model_id"] for model in response.json() ] == AVAILABLE_RERANKING_MODELS - def test_call_models(self, client: TestClient) -> None: + def test_test_models(self, client: TestClient) -> None: for model_id in AVAILABLE_EMBEDDING_MODELS: response = client.get(f"/llm-service/models/embedding/{model_id}/test") assert response.status_code == 200 @@ -346,6 +403,7 @@ def test_get_chat_history(self, client: TestClient) -> None: # TODO: maybe call the chat endpoint and see if history changes + # @pytest.mark.usefixtures("mock_java") # def test_session(self, client: TestClient) -> None: # session_id = 1 # with patch_get_chat_history_manager(): @@ -362,6 +420,10 @@ def test_get_chat_history(self, client: TestClient) -> None: # print(f"{response.json()=}") # assert response.status_code == 200 + @pytest.mark.skip( + reason="figure out how to configure disable_streaming in mocked Java session response", + ) + @pytest.mark.usefixtures("mock_java") def test_non_streaming_chat(self, client: TestClient) -> None: """Test ``/stream-completion`` when ``disable_streaming = True`` @@ -413,3 +475,62 @@ def test_non_streaming_chat(self, client: TestClient) -> None: # check chat history assert len(pre_chat_history) + 1 == len(post_chat_history) assert post_chat_history[-1].id == response_id + + @pytest.mark.usefixtures("mock_java") + def test_streaming_chat(self, client: TestClient) -> None: + """Test ``/stream-completion`` when ``disable_streaming = False`` + + Checks that the endpoint returns the correct response and appends to chat history. + + """ + session_id = 1 + with patch_get_chat_history_manager() as get_testing_chat_history_manager: + chat_history_manager = get_testing_chat_history_manager() + pre_chat_history = chat_history_manager.retrieve_chat_history( + session_id=session_id, + ).copy() + + response = client.post( + f"/llm-service/sessions/{session_id}/stream-completion", + json=RagStudioChatRequest(query="test question").model_dump(), + ) + + post_chat_history = chat_history_manager.retrieve_chat_history( + session_id=session_id, + ) + + # check chat response + assert response.status_code == 200 + response_stream: Iterator[dict[str, Any]] = map( + lambda line: json.loads(line.removeprefix("data: ")), + filter(None, response.iter_lines()), + ) + assert ( + next(response_stream)["event"].items() + >= { + "type": "done", + "name": "agent_done", + "data": None, + }.items() + ) + chat_response = "" + for data in response_stream: + if (text := data.get("text")) is None: + break + chat_response += text + assert chat_response == MOCK_TEXT_RESPONSE + assert ( + data["event"].items() + >= { + "type": "done", + "name": "chat_done", + "data": None, + }.items() + ) + response_id = next(response_stream)["response_id"] + with pytest.raises(StopIteration): + next(response_stream) + + # check chat history + assert len(pre_chat_history) + 1 == len(post_chat_history) + assert post_chat_history[-1].id == response_id From a9361a85e03f90b0b020afd67b77ace58134dd42 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Thu, 28 Aug 2025 15:31:03 -0700 Subject: [PATCH 19/21] Suppress IntelliJ warning --- llm-service/app/tests/model_provider_mocks/bedrock.py | 1 + 1 file changed, 1 insertion(+) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index b40283b7a..1369bd842 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -519,6 +519,7 @@ def test_streaming_chat(self, client: TestClient) -> None: break chat_response += text assert chat_response == MOCK_TEXT_RESPONSE + # noinspection PyUnboundLocalVariable assert ( data["event"].items() >= { From 7fc52b31eac135861bbc7511e86b28075a7c2d90 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 2 Sep 2025 14:16:31 -0700 Subject: [PATCH 20/21] Update chat history check --- llm-service/app/tests/model_provider_mocks/bedrock.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index 1369bd842..fe946bda9 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -473,7 +473,7 @@ def test_non_streaming_chat(self, client: TestClient) -> None: next(response_stream) # check chat history - assert len(pre_chat_history) + 1 == len(post_chat_history) + assert pre_chat_history[-1].id != response_id assert post_chat_history[-1].id == response_id @pytest.mark.usefixtures("mock_java") @@ -533,5 +533,5 @@ def test_streaming_chat(self, client: TestClient) -> None: next(response_stream) # check chat history - assert len(pre_chat_history) + 1 == len(post_chat_history) + assert pre_chat_history[-1].id != response_id assert post_chat_history[-1].id == response_id From 488e2dd3d22cf25e4d202aa8b6647001ef4c8251 Mon Sep 17 00:00:00 2001 From: Michael Liu Date: Tue, 2 Sep 2025 15:08:56 -0700 Subject: [PATCH 21/21] Make Java mock session configurable-ish --- .../app/tests/model_provider_mocks/bedrock.py | 96 ++++++++++++------- 1 file changed, 64 insertions(+), 32 deletions(-) diff --git a/llm-service/app/tests/model_provider_mocks/bedrock.py b/llm-service/app/tests/model_provider_mocks/bedrock.py index fe946bda9..5f7bbe013 100644 --- a/llm-service/app/tests/model_provider_mocks/bedrock.py +++ b/llm-service/app/tests/model_provider_mocks/bedrock.py @@ -36,6 +36,7 @@ # DATA. # import contextlib +import dataclasses import io import itertools import json @@ -57,6 +58,10 @@ from app.routers.index.sessions import RagStudioChatRequest from app.services.caii.types import ModelResponse from app.services.metadata_apis import session_metadata_api +from app.services.metadata_apis.session_metadata_api import ( + Session, + SessionQueryConfiguration, +) from app.services.models import Reranking from app.services.models.providers import BedrockModelProvider from .testing_chat_history_manager import ( @@ -306,40 +311,54 @@ def mock_bedrock( yield +@dataclasses.dataclass +class MockJavaResponses: + get_session: responses.BaseResponse + + @pytest.fixture() -def mock_java(requests_mock: responses.RequestsMock) -> Iterator[None]: +def mock_java( + request: pytest.FixtureRequest, + requests_mock: responses.RequestsMock, +) -> Iterator[MockJavaResponses]: + session_base = Session( # TODO + id=1, + name="Greetings", + data_source_ids=[], + project_id=1, + inference_model="meta.llama3-8b-instruct-v1:0", # TODO: grab from model provider? + associated_data_source_id=2, + rerank_model=None, + response_chunks=10, + query_configuration=SessionQueryConfiguration( + enable_hyde=False, + enable_summary_filter=True, + enable_tool_calling=False, + disable_streaming=False, # TODO: make this configurable by tests + selected_tools=[], + ), + ) + session_modifications = getattr(request, "param", dict()).copy() + session_base.query_configuration = session_base.query_configuration.model_copy( + update=session_modifications.pop("query_configuration", dict()), + ) + SessionQueryConfiguration.model_validate(session_base.query_configuration) + session = session_base.model_copy(update=session_modifications) + Session.model_validate(session) + session_metadata_url_base = re.escape( session_metadata_api.url_template().format(""), ) - session_metadata_url_pattern = re.compile(session_metadata_url_base + "\d+") - requests_mock.get( + session_metadata_url_pattern = re.compile(session_metadata_url_base + r"\d+") + get_session_response = requests_mock.get( session_metadata_url_pattern, - json={ # TODO - "id": 1, - "name": "Greetings", - "dataSourceIds": [], - "projectId": 1, - "timeCreated": 1756163016.047287, - "timeUpdated": 1756163016.641615, - "createdById": "mliu", - "updatedById": "mliu", - "lastInteractionTime": None, - "inferenceModel": "meta.llama3-8b-instruct-v1:0", - "associatedDataSourceId": 2, - "rerankModel": None, - "responseChunks": 10, - "queryConfiguration": { - "enableHyde": False, - "enableSummaryFilter": True, - "enableToolCalling": False, - "disableStreaming": False, # TODO: make this configurable by tests - "selectedTools": [], - }, - }, + json=session.model_dump(by_alias=True), ) try: - yield + yield MockJavaResponses( + get_session=get_session_response, + ) finally: requests_mock.remove(responses.GET, session_metadata_url_pattern) requests_mock.remove(responses.POST, session_metadata_url_pattern) @@ -420,11 +439,16 @@ def test_get_chat_history(self, client: TestClient) -> None: # print(f"{response.json()=}") # assert response.status_code == 200 - @pytest.mark.skip( - reason="figure out how to configure disable_streaming in mocked Java session response", + @pytest.mark.parametrize( + "mock_java", + [{"query_configuration": {"disable_streaming": True}}], + indirect=True, ) - @pytest.mark.usefixtures("mock_java") - def test_non_streaming_chat(self, client: TestClient) -> None: + def test_non_streaming_chat( + self, + client: TestClient, + mock_java: MockJavaResponses, + ) -> None: """Test ``/stream-completion`` when ``disable_streaming = True`` Checks that the endpoint returns the correct response and appends to chat history. @@ -476,8 +500,16 @@ def test_non_streaming_chat(self, client: TestClient) -> None: assert pre_chat_history[-1].id != response_id assert post_chat_history[-1].id == response_id - @pytest.mark.usefixtures("mock_java") - def test_streaming_chat(self, client: TestClient) -> None: + @pytest.mark.parametrize( + "mock_java", + [{"query_configuration": {"disable_streaming": False}}], + indirect=True, + ) + def test_streaming_chat( + self, + client: TestClient, + mock_java: MockJavaResponses, + ) -> None: """Test ``/stream-completion`` when ``disable_streaming = False`` Checks that the endpoint returns the correct response and appends to chat history.