dialog_sentiment_intensity_mapper

Mapper to predict user’s sentiment intensity in a dialog, ranging from -5 to 5.

This operator analyzes the sentiment of user queries in a dialog and outputs a list of sentiment intensities and corresponding analyses. The sentiment intensity ranges from -5 (extremely negative) to 5 (extremely positive), with 0 indicating a neutral sentiment. The analysis is based on the provided history, query, and response keys. The default system prompt and templates guide the sentiment analysis process. The results are stored in the meta field under ‘dialog_sentiment_intensity’ for intensities and ‘dialog_sentiment_intensity_analysis’ for analyses. The operator uses an API model to generate the sentiment analysis, with configurable retry attempts and sampling parameters.

预测用户在对话中的情感强度，范围从-5到5。

该算子分析对话中用户查询的情感，并输出一个情感强度列表及其对应的分析。情感强度范围从-5（极其负面）到5（极其正面），0表示中性情感。分析基于提供的历史记录、查询和响应键。默认系统提示和模板指导情感分析过程。结果存储在元数据字段下的’dialog_sentiment_intensity’键（强度）和’dialog_sentiment_intensity_analysis’键（分析）。该算子使用API模型生成情感分析，可配置重试尝试和采样参数。

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.

max_round

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

10

The max num of round in the dialog to build the

intensities_key

<class ‘str’>

'dialog_sentiment_intensity'

The key name in the meta field to store

analysis_key

<class ‘str’>

'dialog_sentiment_intensity_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

analysis_template

typing.Optional[str]

None

Template for analysis part to build the

intensity_template

typing.Optional[str]

None

Template for intensity part to build the

analysis_pattern

typing.Optional[str]

None

Pattern to parse the return sentiment

intensity_pattern

typing.Optional[str]

None

Pattern to parse the return sentiment

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