calibrate_qa_mapper

Calibrates question-answer pairs based on reference text using an API model.

This operator uses a specified API model to calibrate question-answer pairs, making them more detailed and accurate. It constructs the input prompt by combining the reference text and the question-answer pair, then sends it to the API for calibration. The output is parsed to extract the calibrated question and answer. The operator retries the API call and parsing up to a specified number of times in case of errors. The default system prompt, input templates, and output pattern can be customized. The operator supports additional parameters for model initialization and sampling.

根据参考文本使用API模型校准问答对。

该算子使用指定的API模型来校准问答对，使其更加详细和准确。它通过将参考文本和问答对结合起来构建输入提示，然后将其发送到API进行校准。输出被解析以提取校准后的问题和答案。如果出现错误，算子会重试API调用和解析，最多重试指定次数。默认的系统提示、输入模板和输出模式可以自定义。该算子支持用于模型初始化和采样的附加参数。

Type 算子类型: mapper

Tags 标签: cpu, api, text

🔧 Parameter Configuration 参数配置

name 参数名

type 类型

default 默认值

desc 说明

api_model

<class ‘str’>

'gpt-4o'

API model name.

api_endpoint

typing.Optional[str]

None

URL endpoint for the API.

response_path

typing.Optional[str]

None

Path to extract content from the API response.

system_prompt

typing.Optional[str]

None

System prompt for the calibration task.

input_template

typing.Optional[str]

None

Template for building the model input.

reference_template

typing.Optional[str]

None

Template for formatting the reference text.

qa_pair_template

typing.Optional[str]

None

Template for formatting question-answer pairs.

output_pattern

typing.Optional[str]

None

Regular expression for parsing model output.

try_num

typing.Annotated[int, Gt(gt=0)]

3

The number of retry attempts when there is an API

model_params

typing.Dict

{}

Parameters for initializing the API model.

sampling_params

typing.Dict

{}

Extra parameters passed to the API call.

kwargs

''

Extra keyword arguments.

📊 Effect demonstration 效果演示

not available 暂无