dialog_sentiment_detection_mapper

Generates sentiment labels and analysis for user queries in a dialog.

This operator processes a dialog to detect and label the sentiments expressed by the user. It uses the provided history, query, and response keys to construct prompts for an API call. The API returns sentiment analysis and labels, which are then parsed and stored in the sample’s metadata under the ‘dialog_sentiment_labels’ and ‘dialog_sentiment_labels_analysis’ keys. The operator supports custom templates and patterns for prompt construction and output parsing. If no sentiment candidates are provided, it uses open-domain sentiment labels. The operator retries the API call up to a specified number of times in case of errors.

为用户查询在对话中生成情感标签和分析。

该算子处理对话以检测并标记用户表达的情感。它使用提供的历史记录、查询和响应键来构建API调用的提示。API返回情感分析和标签，然后解析并将结果存储在样本的元数据中的’dialog_sentiment_labels’和’dialog_sentiment_labels_analysis’键下。该算子支持自定义模板和模式用于提示构建和输出解析。如果没有提供情感候选，则使用开放领域情感标签。该算子在出现错误时最多重试指定次数的API调用。

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.

sentiment_candidates

typing.Optional[typing.List[str]]

None

The output sentiment candidates. Use

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_sentiment_labels'

The key name in the meta field to store the

analysis_key

<class ‘str’>

'dialog_sentiment_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 sentiment candidates to

analysis_template

typing.Optional[str]

None

Template for analysis part to build the

labels_template

typing.Optional[str]

None

Template for labels part to build the

analysis_pattern

typing.Optional[str]

None

Pattern to parse the return sentiment

labels_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