dialog_intent_detection_mapper

Generates user’s intent labels in a dialog by analyzing the history, query, and response.

This operator processes a dialog to identify and label the user’s intent. It uses a predefined system prompt and templates to build input prompts for an API call. The API model (e.g., GPT-4) is used to analyze the dialog and generate intent labels and analysis. The results are stored in the meta field under ‘dialog_intent_labels’ and ‘dialog_intent_labels_analysis’. The operator supports customizing the system prompt, templates, and patterns for parsing the API response. If the intent candidates are provided, they are included in the input prompt. The operator retries the API call up to a specified number of times if there are errors.

通过分析历史记录、查询和响应，在对话中生成用户的意图标签。

此算子处理对话以识别并标记用户的意图。它使用预定义的系统提示和模板构建API调用的输入提示。使用API模型（例如GPT-4）分析对话并生成意图标签和分析。结果存储在元字段下的’dialog_intent_labels’和’dialog_intent_labels_analysis’中。算子支持自定义系统提示、模板和解析API响应的模式。如果提供了意图候选，则将其包含在输入提示中。如果出现错误，算子将重试API调用最多指定次数。

Type 算子类型: mapper

Tags 标签: cpu, api

🔧 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.

intent_candidates

typing.Optional[typing.List[str]]

None

The output intent candidates. Use the

max_round

typing.Annotated[int, Ge(ge=0)]

10

The max num of round in the dialog to build the

labels_key

<class ‘str’>

'dialog_intent_labels'

The key name in the meta field to store the

analysis_key

<class ‘str’>

'dialog_intent_labels_analysis'

The key name in the meta field to store the

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 task.

query_template

typing.Optional[str]

None

Template for query part to build the input

response_template

typing.Optional[str]

None

Template for response part to build the

candidate_template

typing.Optional[str]

None

Template for intent candidates to

analysis_template

typing.Optional[str]

None

Template for analysis part to build the

labels_template

typing.Optional[str]

None

Template for labels to build the

analysis_pattern

typing.Optional[str]

None

Pattern to parse the return intent

labels_pattern

typing.Optional[str]

None

Pattern to parse the return intent

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