zjyhhhher
55 lines
2.3 KiB
Python
55 lines
2.3 KiB
Python
from app.tool.chart_visualization.python_execute import NormalPythonExecute
|
|
class SelectInsights(NormalPythonExecute):
|
|
name: str = "insights_selection"
|
|
description: str = (
|
|
"This tool analyzes data_visualization tool's outputs and identifies key data insights for each chart."
|
|
"based on their importance ranking. Insights are prioritized in three tiers:\n"
|
|
"1 **Critical Insights**: 'abnormal_trend', 'abnormal_band', 'turning_point', 'overall_trend'\n"
|
|
"2 **Important Insights**: 'outlier', 'extreme_value', 'majority_value', 'avg'\n"
|
|
"3 **Basic Insights**: 'min', 'max'\n\n"
|
|
"**!Must be called immediately after data_visualization completes!**"
|
|
"**!All insights_id must come from the data_visualization analysis results!**"
|
|
|
|
)
|
|
parameters: dict = {
|
|
"type": "object",
|
|
"properties": {
|
|
"code": {
|
|
"type": "string",
|
|
"description": """Python code to analyze visualized charts and extract insights.
|
|
|
|
# PRIORITY REQUIREMENTS
|
|
Insights must be selected and ranked according to these importance tiers:
|
|
1. **First Priority**: Always include 'abnormal_trend', 'abnormal_band', 'turning_point', 'overall_trend' when present
|
|
2. **Second Priority**: Include 'outlier', 'extreme_value', 'majority_value', 'avg' if no first-tier insights exist
|
|
3. **Third Priority**: Fall back to 'min', 'max' only when no higher-priority insights are available
|
|
|
|
# EXECUTION REQUIREMENTS
|
|
1. **Timing**: MUST be called immediately after data_visualization completes
|
|
2. **Dependency**: MUST use insights from data_visualization output as the only source for insights_id
|
|
|
|
|
|
# CODE REQUIREMENTS
|
|
Your Python code must:
|
|
1. Analyze the data_visualization results to identify significant insights for each chart.
|
|
2. Save the findings in JSON format:
|
|
```json
|
|
[
|
|
{
|
|
"chartPath": "string", // Path to the generated chart
|
|
"insights_id": number[] // Array of key insight IDs FROM DATA_VISUALIZATION RESULTS
|
|
},
|
|
{
|
|
"chartPath": "string", // Path to the generated chart
|
|
"insights_id": number[] // Array of key insight IDs FROM DATA_VISUALIZATION RESULTS
|
|
},
|
|
...
|
|
]
|
|
```
|
|
Json file saving in utf-8 with path print: print(json_path)
|
|
""",
|
|
},
|
|
},
|
|
"required": ["code"],
|
|
}
|