1. 手撕FunctionCall

為了了解，funcationCall底層，手寫一個functionCall多方法，并調用，體驗

思路：
任務：讓openai調用sum方法，對加法進行求和
1.定義sum方法，給openAi接口
2.讓大模型自動識別用戶問題，解釋參數，獲取調用方法id、方法名稱、方法參數
3.把第二步的結果，給大模型，讓大模型調用函數，并返回結果

2.代碼

from openai import OpenAI
from dotenv import load_dotenv, find_dotenv
import json_ = load_dotenv(find_dotenv())client = OpenAI()def print_json(data):"""打印參數。如果參數是有結構的（如字典或列表），則以格式化的 JSON 形式打印；否則，直接打印該值。"""if hasattr(data, 'model_dump_json'):data = json.loads(data.model_dump_json())if (isinstance(data, (list))):for item in data:print_json(item)elif (isinstance(data, (dict))):print(json.dumps(data,indent=4,ensure_ascii=False))else:print(data)def get_completion(messages, model="gpt-4o-mini"):response = client.chat.completions.create(model=model,messages=messages,temperature=0.7,tools=[{  # 用 JSON 描述函數。可以定義多個。由大模型決定調用誰。也可能都不調用"type": "function","function": {"name": "sum","description": "加法器，計算一組數的和","parameters": {"type": "object","properties": {"numbers": {"type": "array","items": {"type": "number"}}}}}}],)print("response:")print(response)return response.choices[0].messagefrom math import *prompt = "Tell me the sum of 1,2,3,4,5,6,7,8,9,10"messages = [{"role": "system", "content": "你是一個數學家"},{"role": "user", "content": prompt}
]response = get_completion(messages)# 把大模型的回復加入到對話歷史中。必須有
messages.append(response)
print("------function call-----")
print(response)if (response.tool_calls is not None):# 是否要調用 sumtool_call = response.tool_calls[0]if(tool_call.function.name == 'sum'):args = json.loads(tool_call.function.arguments)result = sum(args["numbers"])#把函數調用結果加入到對話歷史中messages.append({"tool_call_id":tool_call.id, #用于表示函數調用Id"role":"tool","name":"sum","content":str(result) #數值 result 必須轉為字符串})#再次調用大模型response = get_completion(messages)messages.append(response)print("-------最終 GPT 回復-------")print(response.content)print("---------對話歷史----------")
print_json(messages)

3.functionCall的結果

C:\ProgramData\anaconda3\envs\gptLearning\python.exe E:\workspace\gptLearning\gptLearning\les03\Lesson01_functionCalling.py 
response:
ChatCompletion(id='chatcmpl-B8xbekE9Xfke8t1AkftFpEzpcdtho', choices=[Choice(finish_reason='tool_calls', index=0, logprobs=None, message=ChatCompletionMessage(content=None, refusal=None, role='assistant', audio=None, function_call=None, tool_calls=[ChatCompletionMessageToolCall(id='call_CcEYaIPwl1Ru63XmMm6qSGFD', function=Function(arguments='{"numbers":[1,2,3,4,5,6,7,8,9,10]}', name='sum'), type='function')]), content_filter_results={})], created=1741475450, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier=None, system_fingerprint='fp_b705f0c291', usage=CompletionUsage(completion_tokens=32, prompt_tokens=79, total_tokens=111, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)), prompt_filter_results=[{'prompt_index': 0, 'content_filter_results': {'hate': {'filtered': False, 'severity': 'safe'}, 'jailbreak': {'filtered': False, 'detected': False}, 'self_harm': {'filtered': False, 'severity': 'safe'}, 'sexual': {'filtered': False, 'severity': 'safe'}, 'violence': {'filtered': False, 'severity': 'safe'}}}])
------function call-----
ChatCompletionMessage(content=None, refusal=None, role='assistant', audio=None, function_call=None, tool_calls=[ChatCompletionMessageToolCall(id='call_CcEYaIPwl1Ru63XmMm6qSGFD', function=Function(arguments='{"numbers":[1,2,3,4,5,6,7,8,9,10]}', name='sum'), type='function')])
response:
ChatCompletion(id='chatcmpl-B8xbfvdhavJ9RTAVxfAk3SmkIjVOT', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='The sum of the numbers 1 through 10 is 55.', refusal=None, role='assistant', audio=None, function_call=None, tool_calls=None))], created=1741475451, model='gpt-4o-mini-2024-07-18', object='chat.completion', service_tier='default', system_fingerprint='fp_06737a9306', usage=CompletionUsage(completion_tokens=16, prompt_tokens=118, total_tokens=134, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=0)))
-------最終 GPT 回復-------
The sum of the numbers 1 through 10 is 55.
---------對話歷史----------
{"role": "system","content": "你是一個數學家"
}
{"role": "user","content": "Tell me the sum of 1,2,3,4,5,6,7,8,9,10"
}
{"content": null,"refusal": null,"role": "assistant","audio": null,"function_call": null,"tool_calls": [{"id": "call_CcEYaIPwl1Ru63XmMm6qSGFD","function": {"arguments": "{\"numbers\":[1,2,3,4,5,6,7,8,9,10]}","name": "sum"},"type": "function"}]
}
{"tool_call_id": "call_CcEYaIPwl1Ru63XmMm6qSGFD","role": "tool","name": "sum","content": "55"
}
{"content": "The sum of the numbers 1 through 10 is 55.","refusal": null,"role": "assistant","audio": null,"function_call": null,"tool_calls": null
}Process finished with exit code 0