How do Pydantic models work with Structured Outputs? Pydantic models are used to define the schema for the desired output structure, which is then passed to the OpenAI API to enforce the response format. Can St
"message": {"role": "assistant","refusal": "I'm sorry, I cannot assist with that request." },"logprobs": null,"finish_reason": "stop" } ],"usage": {"prompt_tokens": 81,"completion_tokens
我遇到了和你相同的问题。即使没有使用with_structured_output,with_config也无法传播参数。
@validator("setup")def question_ends_with_question_mark(cls, field): if field[-1] != "?": raise ValueError("问题格式不正确!") return field # 并且一个旨在提示语言模型填充数据结构的查询。joke_query = "给我讲个笑话。" # 设置解析器 + 将指令注入提示模板。parser = PydanticOutputParser(...
结构化输出一直是AI应用开发中一个很麻烦的问题,业内也有很多实践方法来解决问题,OpenAI在之前的更新中也专门针对这一问题进行优化。 Ollama 近日就此问题推出重要更新(0.5.0+),引入与OpenAI一样的结构化输出(Structured Outputs)功能,让开发者能够通过 JSON schema 精确定义和约束模型输出格式。该功能已在 Ollama ...
"explanation":"Subtract 31 from both sides to isolate the term with x.", "output":"8x + 31 - 31 = 2 - 31" }, { "explanation":"This simplifies to 8x = -29.", "output":"8x = -29" }, { "explanation"...
();varjsonSchema = generator.Generate(typeof(CalendarEvent)).ToString();// Get a completion with structured outputvarchatUpdates = client.CompleteChatStreamingAsync( chat,newChatCompletionOptions() { ResponseFormat = ChatResponseFormat.CreateJsonSchemaFormat("calenderEvent", BinaryData.FromString(...
You can manage your prompts, optimize the model output, and perform, build, and language applications with few lines of code. Even with all the good stuff, the OpenAI API was a nightmare for the developers and engineers. Why? They are accustomed to working with structured data types, and ...
We can include it, but it will only function with models that support structured output. llama3.1 supports it as mentioned here. For it to work it requires adding the following to the prompt: Respond in the format {"name": function name, "parameters": dictionary of argument name and its ...
"explanation":"Subtract 31 from both sides to isolate the term with x.", "output":"8x + 31 - 31 = 2 - 31" }, { "explanation":"This simplifies to 8x = -29.", "output":"8x = -29" }, { "explanation":"Divide both sides by 8 to solve for x.", ...