optimize_qa_mapper¶
Mapper to optimize question-answer pairs.
This operator refines and enhances the quality of question-answer pairs. It uses a Hugging Face model to generate more detailed and accurate questions and answers. The input is formatted using a template, and the output is parsed using a regular expression. The system prompt, input template, and output pattern can be customized. If VLLM is enabled, the operator accelerates inference on CUDA devices.
优化问答对的映射器。
该算子改进和提高问答对的质量。它使用Hugging Face模型生成更详细和准确的问题和答案。输入使用模板格式化，输出通过正则表达式解析。可以自定义系统提示、输入模板和输出模式。如果启用了VLLM，算子将在CUDA设备上加速推理。
Type 算子类型: mapper
Tags 标签: cpu, vllm, hf, api
🔧 Parameter Configuration 参数配置¶
name 参数名 |
type 类型 |
default 默认值 |
desc 说明 |
|---|---|---|---|
|
<class 'str'> |
|
API or huggingface model name. |
|
<class 'bool'> |
|
If true, use huggingface model. Otherwise, use API. |
|
typing.Optional[str] |
|
URL endpoint for the API. |
|
typing.Optional[str] |
|
Path to extract content from the API response. Defaults to 'choices.0.message.content'. |
|
typing.Optional[str] |
|
System prompt for guiding the optimization task. |
|
typing.Optional[str] |
|
Template for building the input for the model. Please make sure the template contains one placeholder '{}', which corresponds to the question and answer pair generated by param |
|
typing.Optional[str] |
|
Template for formatting the question and answer pair. Please make sure the template contains two '{}' to format question and answer. |
|
typing.Optional[str] |
|
Regular expression pattern to extract question and answer from model response. |
|
typing.Annotated[int, Gt(gt=0)] |
|
The number of retry attempts when there is an API call error or output parsing error. |
|
<class 'bool'> |
|
Whether to use VLLM for inference acceleration. |
|
typing.Optional[typing.Dict] |
|
Parameters for initializing the model. |
|
typing.Optional[typing.Dict] |
|
Sampling parameters for text generation (e.g., {'temperature': 0.9, 'top_p': 0.95}). |
|
|
Extra keyword arguments. |
📊 Effect demonstration 效果演示¶
not available 暂无