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from dataclasses import dataclass
from uuid import uuid4
import pytest
from azure.projects.resources.ai import AIServices
from azure.projects.resources.ai.deployment import AIChat
from azure.projects.resources.resourcegroup import ResourceGroup
from azure.projects._parameters import GLOBAL_PARAMS
from azure.projects._utils import add_defaults
from azure.projects.resources._identifiers import ResourceIdentifiers
from azure.projects._bicep.expressions import ResourceSymbol, Output, ResourceGroup as DefaultResourceGroup
from azure.projects import Parameter, field, AzureInfrastructure, export, AzureApp
from azure.ai.inference import ChatCompletionsClient
TEST_SUB = str(uuid4())
RG = ResourceSymbol("resourcegroup")
def _get_outputs(suffix="", parent="", rg=None):
outputs = {
"resource_id": [Output(f"AZURE_AI_CHAT_ID", "id", ResourceSymbol(f"chat_deployment{suffix}"))],
"name": [Output(f"AZURE_AI_CHAT_NAME", "name", ResourceSymbol(f"chat_deployment{suffix}"))],
"resource_group": [Output(f"AZURE_AI_CHAT_RESOURCE_GROUP", rg if rg else DefaultResourceGroup().name)],
}
outputs.update(
{
"model_name": [
Output(
f"AZURE_AI_CHAT_MODEL_NAME",
"properties.model.name",
ResourceSymbol(f"chat_deployment{suffix}"),
)
],
"model_format": [
Output(
f"AZURE_AI_CHAT_MODEL_FORMAT",
"properties.model.format",
ResourceSymbol(f"chat_deployment{suffix}"),
)
],
"model_version": [
Output(
f"AZURE_AI_CHAT_MODEL_VERSION",
"properties.model.version",
ResourceSymbol(f"chat_deployment{suffix}"),
)
],
}
)
return outputs
def test_aiservices_chat_properties():
r = AIChat()
assert r.properties == {"properties": {}}
assert r.extensions == {}
assert r._existing == False
assert r.identifier == ResourceIdentifiers.ai_chat_deployment
assert r.parent == AIServices()
assert r.resource == "Microsoft.CognitiveServices/accounts/deployments"
assert r.version
fields = {}
symbols = r.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
assert len(symbols) == 2
assert list(fields.keys()) == ["aiservices_account", "aiservices_account.chat_deployment"]
assert fields["aiservices_account.chat_deployment"].resource == "Microsoft.CognitiveServices/accounts/deployments"
assert fields["aiservices_account.chat_deployment"].properties == {
"parent": ResourceSymbol("aiservices_account"),
}
assert fields["aiservices_account.chat_deployment"].outputs == _get_outputs()
assert fields["aiservices_account.chat_deployment"].extensions == {}
assert fields["aiservices_account.chat_deployment"].existing == False
assert fields["aiservices_account.chat_deployment"].version
assert fields["aiservices_account.chat_deployment"].symbol == symbols[0]
assert fields["aiservices_account.chat_deployment"].resource_group == None
assert not fields["aiservices_account.chat_deployment"].name
assert fields["aiservices_account.chat_deployment"].defaults
r2 = AIChat(model="gpt-4o", capacity=10)
assert r2.properties == {"name": "gpt-4o", "sku": {"capacity": 10}, "properties": {"model": {"name": "gpt-4o"}}}
symbols = r2.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
assert list(fields.keys()) == [
"aiservices_account",
"aiservices_account.chat_deployment",
"aiservices_account.chat_deployment_gpt4o",
]
assert (
fields["aiservices_account.chat_deployment_gpt4o"].resource
== "Microsoft.CognitiveServices/accounts/deployments"
)
assert fields["aiservices_account.chat_deployment_gpt4o"].properties == {
"name": "gpt-4o",
"sku": {"capacity": 10},
"properties": {"model": {"name": "gpt-4o"}},
"parent": ResourceSymbol("aiservices_account"),
"dependsOn": [
ResourceSymbol("chat_deployment"),
],
}
assert fields["aiservices_account.chat_deployment_gpt4o"].outputs == _get_outputs("_gpt4o")
assert fields["aiservices_account.chat_deployment_gpt4o"].extensions == {}
assert fields["aiservices_account.chat_deployment_gpt4o"].existing == False
assert fields["aiservices_account.chat_deployment_gpt4o"].version
assert fields["aiservices_account.chat_deployment_gpt4o"].symbol == symbols[0]
assert fields["aiservices_account.chat_deployment_gpt4o"].resource_group == None
assert fields["aiservices_account.chat_deployment_gpt4o"].name == "gpt-4o"
assert fields["aiservices_account.chat_deployment_gpt4o"].defaults
r3 = AIChat(model="gpt-4o", capacity=30)
assert r3.properties == {"name": "gpt-4o", "sku": {"capacity": 30}, "properties": {"model": {"name": "gpt-4o"}}}
with pytest.raises(ValueError):
r3.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
r4 = AIChat(
model="secret", account=AIServices(name="foo", tags={"test": "value"}, public_network_access="Disabled")
)
assert r4.properties == {"properties": {"model": {"name": "secret"}}, "name": "secret"}
symbols = r4.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
assert list(fields.keys()) == [
"aiservices_account",
"aiservices_account.chat_deployment",
"aiservices_account.chat_deployment_gpt4o",
"aiservices_account_foo",
"aiservices_account_foo.chat_deployment_foo_secret",
]
assert (
fields["aiservices_account_foo.chat_deployment_foo_secret"].resource
== "Microsoft.CognitiveServices/accounts/deployments"
)
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].properties == {
"properties": {"model": {"name": "secret"}},
"name": "secret",
"parent": ResourceSymbol("aiservices_account_foo"),
}
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].outputs == _get_outputs("_foo_secret", "_foo")
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].extensions == {}
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].existing == False
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].version
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].symbol == symbols[0]
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].resource_group == None
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].name == "secret"
assert fields["aiservices_account_foo.chat_deployment_foo_secret"].defaults
param1 = Parameter("testA")
param2 = Parameter("testB")
param3 = Parameter("testC")
r5 = AIChat({"properties": {"model": param1}}, sku=param2, capacity=param3, deployment_name="foo")
assert r5.properties == {
"name": "foo",
"sku": {"name": param2, "capacity": param3},
"properties": {"model": param1},
}
params = dict(GLOBAL_PARAMS)
fields = {}
symbols = r5.__bicep__(fields, parameters=params)
assert list(fields.keys()) == ["aiservices_account", "aiservices_account.chat_deployment_foo"]
assert (
fields["aiservices_account.chat_deployment_foo"].resource == "Microsoft.CognitiveServices/accounts/deployments"
)
assert fields["aiservices_account.chat_deployment_foo"].properties == {
"name": "foo",
"sku": {"name": param2, "capacity": param3},
"properties": {"model": param1},
"parent": ResourceSymbol("aiservices_account"),
}
assert fields["aiservices_account.chat_deployment_foo"].outputs == _get_outputs("_foo")
assert fields["aiservices_account.chat_deployment_foo"].extensions == {}
assert fields["aiservices_account.chat_deployment_foo"].existing == False
assert fields["aiservices_account.chat_deployment_foo"].version
assert fields["aiservices_account.chat_deployment_foo"].symbol == symbols[0]
assert fields["aiservices_account.chat_deployment_foo"].resource_group == None
assert fields["aiservices_account.chat_deployment_foo"].name == "foo"
assert fields["aiservices_account.chat_deployment_foo"].defaults
assert params.get("testA") == param1
assert params.get("testB") == param2
assert params.get("testC") == param3
def test_aiservices_chat_reference():
r = AIChat.reference(name="foo", account="bar")
assert r.properties == {"name": "foo"}
assert r._existing == True
assert r.parent == AIServices(name="bar")
assert r.extensions == {}
assert r._settings["name"]() == "foo"
with pytest.raises(RuntimeError):
r._settings["resource_group"]()
with pytest.raises(RuntimeError):
r._settings["subscription"]()
with pytest.raises(RuntimeError):
r._settings["resource_id"]()
fields = {}
symbols = r.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
assert list(fields.keys()) == ["aiservices_account_bar", "aiservices_account_bar.chat_deployment_bar_foo"]
assert (
fields["aiservices_account_bar.chat_deployment_bar_foo"].resource
== "Microsoft.CognitiveServices/accounts/deployments"
)
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].properties == {
"name": "foo",
"parent": ResourceSymbol("aiservices_account_bar"),
}
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].outputs == _get_outputs("_bar_foo", "_bar")
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].extensions == {}
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].existing == True
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].version
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].symbol == symbols[0]
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].resource_group == None
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].name == "foo"
assert not fields["aiservices_account_bar.chat_deployment_bar_foo"].defaults
rg = ResourceSymbol("resourcegroup_baz")
r = AIChat.reference(name="foo", account="bar", resource_group="baz")
assert r.properties == {"name": "foo"}
assert r._settings["resource_group"]() == "baz"
fields = {}
symbols = r.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
assert list(fields.keys()) == [
"resourcegroup_baz",
"aiservices_account_bar",
"aiservices_account_bar.chat_deployment_bar_foo",
]
assert (
fields["aiservices_account_bar.chat_deployment_bar_foo"].resource
== "Microsoft.CognitiveServices/accounts/deployments"
)
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].properties == {
"name": "foo",
"parent": ResourceSymbol("aiservices_account_bar"),
}
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].outputs == _get_outputs("_bar_foo", "_bar", "baz")
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].extensions == {}
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].existing == True
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].version
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].symbol == symbols[0]
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].resource_group == None
assert fields["aiservices_account_bar.chat_deployment_bar_foo"].name == "foo"
assert not fields["aiservices_account_bar.chat_deployment_bar_foo"].defaults
r = AIChat.reference(
name="foo",
account=AIServices.reference(
name="bar", resource_group=ResourceGroup.reference(name="baz", subscription=TEST_SUB)
),
)
assert r.properties == {"name": "foo"}
assert r._settings["subscription"]() == TEST_SUB
assert r._settings["resource_group"]() == "baz"
assert (
r._settings["resource_id"]()
== f"/subscriptions/{TEST_SUB}/resourceGroups/baz/providers/Microsoft.CognitiveServices/accounts/bar/deployments/foo"
)
def test_aiservices_chat_defaults():
r = AIChat()
fields = {}
r.__bicep__(fields, parameters=dict(GLOBAL_PARAMS))
add_defaults(fields, parameters=dict(GLOBAL_PARAMS))
field = fields.popitem()[1]
assert field.properties == {
"name": Parameter("aiChatModel", default="o1-mini"),
"sku": {
"name": Parameter("aiChatModelSku", default="GlobalStandard"),
"capacity": Parameter("aiChatModelCapacity", default=1),
},
"properties": {
"model": {
"name": Parameter("aiChatModel", default="o1-mini"),
"format": Parameter("aiChatModelFormat", default="OpenAI"),
"version": Parameter("aiChatModelVersion", default="2024-09-12"),
}
},
"parent": ResourceSymbol("aiservices_account"),
}
def test_aiservices_chat_export(export_dir):
class test(AzureInfrastructure):
r: AIChat = AIChat()
export(test(), output_dir=export_dir[0], infra_dir=export_dir[2])
def test_aiservices_chat_export_existing(export_dir):
class test(AzureInfrastructure):
r: AIChat = field(default=AIChat.reference(name="aitest", account="aitest"))
export(test(identity=None), output_dir=export_dir[0], infra_dir=export_dir[2])
def test_aiservices_chat_export_with_properties(export_dir):
class test(AzureInfrastructure):
r: AIChat = field(default=AIChat(sku="test", capacity=15, format="foo", version="2"))
export(test(), output_dir=export_dir[0], infra_dir=export_dir[2])
def test_aiservices_chat_export_multiple_deployments(export_dir):
class test(AzureInfrastructure):
r: AIChat = field(default=AIChat(model="one"))
b: AIChat = field(default=AIChat(model="two"))
export(test(), output_dir=export_dir[0], infra_dir=export_dir[2])
def test_aiservices_chat_client():
r = AIChat.reference(name="gpt-4o", account="test")
r.model_format = "OpenAI"
r.model_name = "gpt-4o"
assert r._settings["name"]() == "gpt-4o"
client = r.get_client()
assert isinstance(client, ChatCompletionsClient)
# TODO: This is giving a weird "proxies" error on CI
# from openai import AzureOpenAI, AsyncAzureOpenAI
# client = r.get_client(AzureOpenAI)
# assert isinstance(client, AzureOpenAI)
# client = r.get_client(AsyncAzureOpenAI)
# assert isinstance(client, AsyncAzureOpenAI)
# from openai.resources import Chat, AsyncChat
# client = r.get_client(Chat)
# assert isinstance(client, Chat)
# client = r.get_client(AsyncChat)
# assert isinstance(client, AsyncChat)
def test_aiservices_chat_infra():
class TestInfra(AzureInfrastructure):
chat_a: AIChat = field(default=AIChat(model="gpt-4o-mini"))
chat_b: AIChat = field(default=AIChat(model="gpt-4o"))
assert isinstance(TestInfra.chat_a, AIChat)
infra = TestInfra()
assert isinstance(infra.chat_a, AIChat)
assert infra.chat_a._settings["name"]() == "gpt-4o-mini"
assert infra.chat_a.properties == {"name": "gpt-4o-mini", "properties": {"model": {"name": "gpt-4o-mini"}}}
infra = TestInfra(chat_b=AIChat.reference(name="foo", account="bar"))
assert infra.chat_b._settings["name"]() == "foo"
assert infra.chat_b.parent == AIServices(name="bar")
def test_aiservices_chat_app():
r = AIChat.reference(name="test", account="test")
r.model_format = "OpenAI"
r.model_name = "gpt-4o"
class TestApp(AzureApp):
client: ChatCompletionsClient
with pytest.raises(TypeError):
app = TestApp()
app = TestApp(client=r)
assert isinstance(app.client, ChatCompletionsClient)
assert app.client._config.endpoint == "https://test.openai.azure.com/openai/deployments/test" # /chat/completions"
assert app.client._config.credential
app = TestApp(client="test")
assert app.client == "test"
# TODO: This gives a "proxies" error in CI
# from openai.resources.chat import AsyncCompletions
# class TestApp(AzureApp):
# client: AsyncCompletions = field(default=r, api_version="v1.0")
# app = TestApp()
# assert isinstance(app.client, AsyncCompletions)
# app = TestApp(client="override_client")
# assert app.client == "override_client"
class TestApp(AzureApp):
client: ChatCompletionsClient
app = TestApp.load(
config_store={
"AZURE_AI_AISERVICES_NAME": "test",
"AZURE_AI_CHAT_NAME": "gpt-4o",
"AZURE_AI_CHAT_MODEL_FORMAT": "OpenAI",
"AZURE_AI_CHAT_MODEL_NAME": "gpt-4o",
}
)
assert isinstance(app.client, ChatCompletionsClient)
class TestApp(AzureApp):
client: ChatCompletionsClient = field(default=r)
app = TestApp()
assert isinstance(app.client, ChatCompletionsClient)
|
