mirror of
https://github.com/deepset-ai/haystack.git
synced 2025-07-15 04:50:58 +00:00
85258f0654
* Fix types in test_run.py * Get test_run.py to pass fmt-check * Add test_run to mypy checks * Update test folder to pass ruff linting * Fix merge * Fix HF tests * Fix hf test * Try to fix tests * Another attempt * minor fix * fix SentenceTransformersDiversityRanker * skip integrations tests due to model unavailable on HF inference --------- Co-authored-by: anakin87 <stefanofiorucci@gmail.com>
199 lines
9.4 KiB
Python
199 lines
9.4 KiB
Python
# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
|
|
#
|
|
# SPDX-License-Identifier: Apache-2.0
|
|
|
|
import os
|
|
|
|
import pytest
|
|
from openai import OpenAIError
|
|
|
|
from haystack import Pipeline
|
|
from haystack.components.generators import AzureOpenAIGenerator
|
|
from haystack.components.generators.utils import print_streaming_chunk
|
|
from haystack.utils.auth import Secret
|
|
from haystack.utils.azure import default_azure_ad_token_provider
|
|
|
|
|
|
class TestAzureOpenAIGenerator:
|
|
def test_init_default(self, monkeypatch):
|
|
monkeypatch.setenv("AZURE_OPENAI_API_KEY", "test-api-key")
|
|
component = AzureOpenAIGenerator(azure_endpoint="some-non-existing-endpoint")
|
|
assert component.client.api_key == "test-api-key"
|
|
assert component.azure_deployment == "gpt-4o-mini"
|
|
assert component.streaming_callback is None
|
|
assert not component.generation_kwargs
|
|
|
|
def test_init_fail_wo_api_key(self, monkeypatch):
|
|
monkeypatch.delenv("AZURE_OPENAI_API_KEY", raising=False)
|
|
monkeypatch.delenv("AZURE_OPENAI_AD_TOKEN", raising=False)
|
|
with pytest.raises(OpenAIError):
|
|
AzureOpenAIGenerator(azure_endpoint="some-non-existing-endpoint")
|
|
|
|
def test_init_with_parameters(self):
|
|
component = AzureOpenAIGenerator(
|
|
api_key=Secret.from_token("fake-api-key"),
|
|
azure_endpoint="some-non-existing-endpoint",
|
|
azure_deployment="gpt-4o-mini",
|
|
streaming_callback=print_streaming_chunk,
|
|
generation_kwargs={"max_tokens": 10, "some_test_param": "test-params"},
|
|
azure_ad_token_provider=default_azure_ad_token_provider,
|
|
)
|
|
assert component.client.api_key == "fake-api-key"
|
|
assert component.azure_deployment == "gpt-4o-mini"
|
|
assert component.streaming_callback is print_streaming_chunk
|
|
assert component.timeout == 30.0
|
|
assert component.generation_kwargs == {"max_tokens": 10, "some_test_param": "test-params"}
|
|
assert component.azure_ad_token_provider is not None
|
|
assert component.max_retries == 5
|
|
|
|
def test_init_with_0_max_retries(self):
|
|
"""Tests that the max_retries init param is set correctly if equal 0"""
|
|
component = AzureOpenAIGenerator(
|
|
api_key=Secret.from_token("fake-api-key"),
|
|
azure_endpoint="some-non-existing-endpoint",
|
|
azure_deployment="gpt-4o-mini",
|
|
streaming_callback=print_streaming_chunk,
|
|
generation_kwargs={"max_tokens": 10, "some_test_param": "test-params"},
|
|
azure_ad_token_provider=default_azure_ad_token_provider,
|
|
max_retries=0,
|
|
)
|
|
assert component.client.api_key == "fake-api-key"
|
|
assert component.azure_deployment == "gpt-4o-mini"
|
|
assert component.streaming_callback is print_streaming_chunk
|
|
assert component.timeout == 30.0
|
|
assert component.generation_kwargs == {"max_tokens": 10, "some_test_param": "test-params"}
|
|
assert component.azure_ad_token_provider is not None
|
|
assert component.max_retries == 0
|
|
|
|
def test_to_dict_default(self, monkeypatch):
|
|
monkeypatch.setenv("AZURE_OPENAI_API_KEY", "test-api-key")
|
|
component = AzureOpenAIGenerator(azure_endpoint="some-non-existing-endpoint")
|
|
data = component.to_dict()
|
|
assert data == {
|
|
"type": "haystack.components.generators.azure.AzureOpenAIGenerator",
|
|
"init_parameters": {
|
|
"api_key": {"env_vars": ["AZURE_OPENAI_API_KEY"], "strict": False, "type": "env_var"},
|
|
"azure_ad_token": {"env_vars": ["AZURE_OPENAI_AD_TOKEN"], "strict": False, "type": "env_var"},
|
|
"azure_deployment": "gpt-4o-mini",
|
|
"api_version": "2023-05-15",
|
|
"streaming_callback": None,
|
|
"azure_endpoint": "some-non-existing-endpoint",
|
|
"organization": None,
|
|
"system_prompt": None,
|
|
"timeout": 30.0,
|
|
"max_retries": 5,
|
|
"http_client_kwargs": None,
|
|
"generation_kwargs": {},
|
|
"default_headers": {},
|
|
"azure_ad_token_provider": None,
|
|
},
|
|
}
|
|
|
|
def test_to_dict_with_parameters(self, monkeypatch):
|
|
monkeypatch.setenv("ENV_VAR", "test-api-key")
|
|
component = AzureOpenAIGenerator(
|
|
api_key=Secret.from_env_var("ENV_VAR", strict=False),
|
|
azure_ad_token=Secret.from_env_var("ENV_VAR1", strict=False),
|
|
azure_endpoint="some-non-existing-endpoint",
|
|
streaming_callback=print_streaming_chunk,
|
|
timeout=3.5,
|
|
max_retries=10,
|
|
http_client_kwargs={"proxy": "http://localhost:8080"},
|
|
generation_kwargs={"max_tokens": 10, "some_test_param": "test-params"},
|
|
azure_ad_token_provider=default_azure_ad_token_provider,
|
|
)
|
|
|
|
data = component.to_dict()
|
|
assert data == {
|
|
"type": "haystack.components.generators.azure.AzureOpenAIGenerator",
|
|
"init_parameters": {
|
|
"api_key": {"env_vars": ["ENV_VAR"], "strict": False, "type": "env_var"},
|
|
"azure_ad_token": {"env_vars": ["ENV_VAR1"], "strict": False, "type": "env_var"},
|
|
"azure_deployment": "gpt-4o-mini",
|
|
"api_version": "2023-05-15",
|
|
"streaming_callback": "haystack.components.generators.utils.print_streaming_chunk",
|
|
"azure_endpoint": "some-non-existing-endpoint",
|
|
"organization": None,
|
|
"system_prompt": None,
|
|
"timeout": 3.5,
|
|
"max_retries": 10,
|
|
"http_client_kwargs": {"proxy": "http://localhost:8080"},
|
|
"generation_kwargs": {"max_tokens": 10, "some_test_param": "test-params"},
|
|
"default_headers": {},
|
|
"azure_ad_token_provider": "haystack.utils.azure.default_azure_ad_token_provider",
|
|
},
|
|
}
|
|
|
|
def test_from_dict_defaults(self, monkeypatch):
|
|
monkeypatch.setenv("AZURE_OPENAI_API_KEY", "test-api-key")
|
|
data = {
|
|
"type": "haystack.components.generators.azure.AzureOpenAIGenerator",
|
|
"init_parameters": {
|
|
"api_key": {"env_vars": ["AZURE_OPENAI_API_KEY"], "strict": False, "type": "env_var"},
|
|
"azure_ad_token": {"env_vars": ["AZURE_OPENAI_AD_TOKEN"], "strict": False, "type": "env_var"},
|
|
"azure_deployment": "gpt-4o-mini",
|
|
"api_version": "2023-05-15",
|
|
"streaming_callback": None,
|
|
"azure_endpoint": "some-non-existing-endpoint",
|
|
"organization": None,
|
|
"system_prompt": None,
|
|
"timeout": 30.0,
|
|
"max_retries": 5,
|
|
"http_client_kwargs": None,
|
|
"generation_kwargs": {},
|
|
"default_headers": {},
|
|
"azure_ad_token_provider": None,
|
|
},
|
|
}
|
|
component = AzureOpenAIGenerator.from_dict(data)
|
|
assert component.api_key == Secret.from_env_var("AZURE_OPENAI_API_KEY", strict=False)
|
|
assert component.azure_ad_token == Secret.from_env_var("AZURE_OPENAI_AD_TOKEN", strict=False)
|
|
assert component.azure_deployment == "gpt-4o-mini"
|
|
assert component.api_version == "2023-05-15"
|
|
assert component.streaming_callback is None
|
|
assert component.azure_endpoint == "some-non-existing-endpoint"
|
|
assert component.organization is None
|
|
assert component.system_prompt is None
|
|
assert component.timeout == 30.0
|
|
assert component.http_client_kwargs is None
|
|
assert component.generation_kwargs == {}
|
|
assert component.default_headers == {}
|
|
assert component.azure_ad_token_provider is None
|
|
|
|
def test_pipeline_serialization_deserialization(self, tmp_path, monkeypatch):
|
|
monkeypatch.setenv("AZURE_OPENAI_API_KEY", "test-api-key")
|
|
generator = AzureOpenAIGenerator(azure_endpoint="some-non-existing-endpoint")
|
|
p = Pipeline()
|
|
p.add_component(instance=generator, name="generator")
|
|
p_str = p.dumps()
|
|
q = Pipeline.loads(p_str)
|
|
assert p.to_dict() == q.to_dict(), "Pipeline serialization/deserialization with AzureOpenAIGenerator failed."
|
|
|
|
@pytest.mark.integration
|
|
@pytest.mark.skipif(
|
|
not os.environ.get("AZURE_OPENAI_API_KEY", None) or not os.environ.get("AZURE_OPENAI_ENDPOINT", None),
|
|
reason=(
|
|
"Please export env variables called AZURE_OPENAI_API_KEY containing "
|
|
"the Azure OpenAI key, AZURE_OPENAI_ENDPOINT containing "
|
|
"the Azure OpenAI endpoint URL to run this test."
|
|
),
|
|
)
|
|
def test_live_run(self):
|
|
component = AzureOpenAIGenerator(organization="HaystackCI")
|
|
results = component.run("What's the capital of France?")
|
|
assert len(results["replies"]) == 1
|
|
assert len(results["meta"]) == 1
|
|
response: str = results["replies"][0]
|
|
assert "Paris" in response
|
|
|
|
metadata = results["meta"][0]
|
|
assert "gpt-4o-mini" in metadata["model"]
|
|
assert metadata["finish_reason"] == "stop"
|
|
|
|
assert "usage" in metadata
|
|
assert "prompt_tokens" in metadata["usage"] and metadata["usage"]["prompt_tokens"] > 0
|
|
assert "completion_tokens" in metadata["usage"] and metadata["usage"]["completion_tokens"] > 0
|
|
assert "total_tokens" in metadata["usage"] and metadata["usage"]["total_tokens"] > 0
|
|
|
|
# additional tests intentionally omitted as they are covered by test_openai.py
|