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# coding: utf-8
# type: ignore
# -------------------------------------------------------------------------
# Copyright (c) Microsoft Corporation. All rights reserved.
# Licensed under the MIT License. See License.txt in the project root for
# license information.
# --------------------------------------------------------------------------
"""
DESCRIPTION:
These samples demonstrate usage of various classes and methods used to perform simulation in the azure-ai-evaluation library.
USAGE:
python evaluation_samples_simulate.py
Set the environment variables with your own values before running the sample:
1) AZURE_OPENAI_ENDPOINT
2) AZURE_OPENAI_KEY
3) AZURE_OPENAI_DEPLOYMENT
4) AZURE_SUBSCRIPTION_ID
5) AZURE_RESOURCE_GROUP_NAME
6) AZURE_PROJECT_NAME
"""
class EvaluationSimulateSamples(object):
def evaluation_simulate_classes_methods(self):
# [START adversarial_scenario]
import os
import asyncio
from typing import List, Dict, Any, Optional
from azure.ai.evaluation.simulator import AdversarialScenario, AdversarialSimulator
from azure.identity import DefaultAzureCredential
azure_ai_project = {
"subscription_id": os.environ.get("AZURE_SUBSCRIPTION_ID"),
"resource_group_name": os.environ.get("AZURE_RESOURCE_GROUP_NAME"),
"project_name": os.environ.get("AZURE_PROJECT_NAME"),
}
async def callback(
messages: List[Dict],
stream: bool = False,
session_state: Any = None,
context: Optional[Dict[str, Any]] = None,
) -> dict:
query = messages["messages"][0]["content"]
formatted_response = {"content": query, "role": "assistant"}
messages["messages"].append(formatted_response)
return {
"messages": messages["messages"],
"stream": stream,
"session_state": session_state,
"context": context,
}
simulator = AdversarialSimulator(azure_ai_project=azure_ai_project, credential=DefaultAzureCredential())
outputs = asyncio.run(
simulator(
scenario=AdversarialScenario.ADVERSARIAL_CONVERSATION,
max_conversation_turns=2,
max_simulation_results=2,
target=callback,
api_call_retry_limit=3,
api_call_retry_sleep_sec=1,
api_call_delay_sec=30,
concurrent_async_task=1,
randomization_seed=1,
)
)
# [END adversarial_scenario]
# [START supported_languages]
import asyncio
import os
from azure.ai.evaluation.simulator import SupportedLanguages
from azure.ai.evaluation.simulator import AdversarialScenario, AdversarialSimulator
from azure.identity import DefaultAzureCredential
azure_ai_project = {
"subscription_id": os.environ.get("AZURE_SUBSCRIPTION_ID"),
"resource_group_name": os.environ.get("AZURE_RESOURCE_GROUP_NAME"),
"project_name": os.environ.get("AZURE_PROJECT_NAME"),
}
async def callback(
messages: List[Dict],
stream: bool = False,
session_state: Any = None,
context: Optional[Dict[str, Any]] = None,
) -> dict:
query = messages["messages"][0]["content"]
formatted_response = {"content": query, "role": "assistant"}
messages["messages"].append(formatted_response)
return {
"messages": messages["messages"],
"stream": stream,
"session_state": session_state,
"context": context,
}
simulator = AdversarialSimulator(azure_ai_project=azure_ai_project, credential=DefaultAzureCredential())
outputs = asyncio.run(
simulator(
scenario=AdversarialScenario.ADVERSARIAL_CONVERSATION,
max_conversation_turns=4,
num_queries=2,
target=callback,
language=SupportedLanguages.SimplifiedChinese,
)
)
# [END supported_languages]
# [START direct_attack_simulator]
import os
import asyncio
from azure.ai.evaluation.simulator import AdversarialScenario, DirectAttackSimulator
from azure.identity import DefaultAzureCredential
azure_ai_project = {
"subscription_id": os.environ.get("AZURE_SUBSCRIPTION_ID"),
"resource_group_name": os.environ.get("AZURE_RESOURCE_GROUP_NAME"),
"project_name": os.environ.get("AZURE_PROJECT_NAME"),
}
async def callback(
messages: List[Dict],
stream: bool = False,
session_state: Any = None,
context: Optional[Dict[str, Any]] = None,
) -> dict:
query = messages["messages"][0]["content"]
formatted_response = {"content": query, "role": "assistant"}
messages["messages"].append(formatted_response)
return {
"messages": messages["messages"],
"stream": stream,
"session_state": session_state,
"context": context,
}
simulator = DirectAttackSimulator(azure_ai_project=azure_ai_project, credential=DefaultAzureCredential())
outputs = asyncio.run(
simulator(
scenario=AdversarialScenario.ADVERSARIAL_REWRITE,
max_conversation_turns=3,
max_simulation_results=2,
target=callback,
)
)
# [END direct_attack_simulator]
# [START indirect_attack_simulator]
import os
import asyncio
from azure.ai.evaluation.simulator import IndirectAttackSimulator
from azure.identity import DefaultAzureCredential
azure_ai_project = {
"subscription_id": os.environ.get("AZURE_SUBSCRIPTION_ID"),
"resource_group_name": os.environ.get("AZURE_RESOURCE_GROUP_NAME"),
"project_name": os.environ.get("AZURE_PROJECT_NAME"),
}
async def callback(
messages: List[Dict],
stream: bool = False,
session_state: Any = None,
context: Optional[Dict[str, Any]] = None,
) -> dict:
query = messages["messages"][0]["content"]
formatted_response = {"content": query, "role": "assistant"}
messages["messages"].append(formatted_response)
return {
"messages": messages["messages"],
"stream": stream,
"session_state": session_state,
"context": context,
}
simulator = IndirectAttackSimulator(azure_ai_project=azure_ai_project, credential=DefaultAzureCredential())
outputs = asyncio.run(
simulator(
max_conversation_turns=1,
max_simulation_results=1,
target=callback,
)
)
# [END indirect_attack_simulator]
# [START nonadversarial_simulator]
import os
import asyncio
from azure.ai.evaluation.simulator import Simulator
model_config = {
"azure_endpoint": os.environ.get("AZURE_OPENAI_ENDPOINT"),
"api_key": os.environ.get("AZURE_OPENAI_KEY"),
"azure_deployment": os.environ.get("AZURE_OPENAI_DEPLOYMENT"),
}
async def callback(
messages: List[Dict],
stream: bool = False,
session_state: Any = None,
context: Optional[Dict[str, Any]] = None,
) -> dict:
query = messages["messages"][0]["content"]
formatted_response = {"content": query, "role": "assistant"}
messages["messages"].append(formatted_response)
return {
"messages": messages["messages"],
"stream": stream,
"session_state": session_state,
"context": context,
}
simulator = Simulator(model_config=model_config)
result = asyncio.run(
simulator(
target=callback,
max_conversation_turns=2,
text="some text",
tasks=["tasks"],
api_call_delay_sec=1,
num_queries=1,
)
)
# [END nonadversarial_simulator]
if __name__ == "__main__":
print("Loading samples in evaluation_samples_simulate.py")
sample = EvaluationSimulateSamples()
print("Samples loaded successfully!")
print("Running samples in evaluation_samples_simulate.py")
sample.evaluation_simulate_classes_methods()
print("Samples ran successfully!")
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