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#!/usr/bin/python3 | |
# -*- coding: utf-8 -*- | |
""" | |
https://platform.openai.com/docs/assistants/tools/function-calling | |
""" | |
import argparse | |
import json | |
import time | |
from openai import OpenAI | |
from openai.pagination import SyncCursorPage | |
from openai.types.beta.threads import ThreadMessage | |
from openai.types.beta.assistant import Assistant | |
from project_settings import environment, project_path | |
def get_args(): | |
parser = argparse.ArgumentParser() | |
parser.add_argument( | |
"--openai_api_key", | |
default=environment.get("openai_api_key", default=None, dtype=str), | |
type=str | |
) | |
args = parser.parse_args() | |
return args | |
def get_current_weather(location, unit="fahrenheit"): | |
if "tokyo" in location.lower(): | |
return json.dumps({"location": location, "temperature": "10", "unit": "celsius"}) | |
elif "san francisco" in location.lower(): | |
return json.dumps({"location": location, "temperature": "72", "unit": "fahrenheit"}) | |
else: | |
return json.dumps({"location": location, "temperature": "22", "unit": "celsius"}) | |
available_functions = { | |
"get_current_weather": get_current_weather, | |
} | |
def main(): | |
""" | |
assistant.id: asst_9iUOSeG3dUgzBxYqfygvtKLi | |
thread.id: thread_9C4dDj5i4jDCtkMCujyBleOc | |
""" | |
args = get_args() | |
client = OpenAI( | |
api_key=args.openai_api_key | |
) | |
tools = [ | |
{ | |
"type": "function", | |
"function": { | |
"name": "get_current_weather", | |
"description": "Get the current weather in a given location", | |
"parameters": { | |
"type": "object", | |
"properties": { | |
"location": { | |
"type": "string", | |
"description": "The city and state, e.g. San Francisco, CA", | |
}, | |
"unit": {"type": "string", "enum": ["celsius", "fahrenheit"]}, | |
}, | |
"required": ["location"], | |
}, | |
}, | |
} | |
] | |
tools_ = json.dumps(tools, ensure_ascii=False) | |
print(tools_.replace("\"", "\\\"")) | |
exit(0) | |
assistant = client.beta.assistants.create( | |
instructions="You are a weather bot. Use the provided functions to answer questions.", | |
model="gpt-4-1106-preview", | |
tools=tools | |
) | |
print(f"assistant.id: {assistant.id}") | |
thread = client.beta.threads.create() | |
print(f"thread.id: {thread.id}") | |
message = client.beta.threads.messages.create( | |
thread_id=thread.id, | |
role="user", | |
content="what's the whether San Francisco" | |
) | |
run = client.beta.threads.runs.create( | |
thread_id=thread.id, | |
assistant_id=assistant.id, | |
instructions="Please address the user as Jane Doe. The user has a premium account." | |
) | |
delta_time = 0.3 | |
no_update_count = 0 | |
max_no_update_count = 10 | |
while True: | |
if no_update_count > max_no_update_count: | |
break | |
time.sleep(delta_time) | |
run = client.beta.threads.runs.retrieve( | |
thread_id=thread.id, | |
run_id=run.id | |
) | |
print("run.required_action: {}".format(run.required_action)) | |
if run.required_action is None: | |
no_update_count += 1 | |
continue | |
else: | |
if run.required_action.type != "submit_tool_outputs": | |
raise AssertionError | |
tool_outputs = list() | |
for tool_call in run.required_action.submit_tool_outputs.tool_calls: | |
function_name = tool_call.function.name | |
function_to_call = available_functions[function_name] | |
function_args = json.loads(tool_call.function.arguments) | |
function_response = function_to_call( | |
location=function_args.get("location"), | |
unit=function_args.get("unit"), | |
) | |
tool_outputs.append({ | |
"tool_call_id": tool_call.id, | |
"output": function_response, | |
}) | |
run = client.beta.threads.runs.submit_tool_outputs( | |
thread_id=thread.id, | |
run_id=run.id, | |
tool_outputs=tool_outputs | |
) | |
no_update_count = 0 | |
# wait complete | |
while True: | |
time.sleep(delta_time) | |
run = client.beta.threads.runs.retrieve( | |
thread_id=thread.id, | |
run_id=run.id | |
) | |
print(run.created_at) | |
print(run.started_at) | |
print(run.completed_at) | |
print(run.failed_at) | |
print(run.expires_at) | |
print(run.cancelled_at) | |
if run.completed_at is not None: | |
break | |
if run.failed_at is not None: | |
break | |
if run.expires_at is not None: | |
break | |
if run.cancelled_at is not None: | |
break | |
# messages | |
messages = client.beta.threads.messages.list( | |
thread_id=thread.id | |
) | |
messages = messages.model_dump(mode="json") | |
messages = json.dumps(messages, indent=4, ensure_ascii=False) | |
print(messages) | |
return | |
def main2(): | |
""" | |
assistant.id: asst_OrPcAueQLrLYxtksFaPVVeJo | |
thread.id: thread_2oJCtoSCYgguOhdssafJM7ab | |
run: run_cA8DtX8EnoVGhmvu4VrvF63O | |
run.required_action: None | |
run id: 2090622954288 | |
run: run_cA8DtX8EnoVGhmvu4VrvF63O | |
run.required_action: None | |
run id: 2090623149056 | |
run.required_action: RequiredAction(submit_tool_outputs=RequiredActionSubmitToolOutputs(tool_calls=[RequiredActionFunctionToolCall(id='call_jalze5uKemfrnkPiJPRehVt0', function=Function(arguments='{"location":"San Francisco, CA"}', name='getCurrentWeather'), type='function')]), type='submit_tool_outputs') | |
""" | |
args = get_args() | |
client = OpenAI( | |
api_key=args.openai_api_key | |
) | |
thread_id = "thread_2oJCtoSCYgguOhdssafJM7ab" | |
run_id = "run_cA8DtX8EnoVGhmvu4VrvF63O" | |
run = client.beta.threads.runs.retrieve( | |
thread_id=thread_id, | |
run_id=run_id | |
) | |
print("run: {}".format(run.id)) | |
print("run.required_action: {}".format(run.required_action)) | |
print("run id: {}".format(id(run))) | |
messages = client.beta.threads.messages.list( | |
thread_id=thread_id | |
) | |
print(messages) | |
return | |
if __name__ == '__main__': | |
main() | |