Tool Call Precision Implementation Methodology
To improve the accuracy of function calls, the following configuration is required:
- Tool Definition: Strictly follows the OpenAI format for defining tool JSON, e.g. the weather query tool must contain a full description of the parameters (
'parameters': {'type':'object', 'properties':{'location':{'type':'string'}}}
) - Tip Engineering: Append after user prompt
'Please strictly follow the tool specification'
isometric instruction - response parsing: Use
response.choices[0].message.tool_calls
Extract the structured results to match thejson.loads()
Verify parameter compliance - error handling: Settings
max_retries=3
Automatic retry withtemperature=0.2
Reduced generation randomness
in the example repositorytool_calling.py
Demonstrates the complete weather API call flow, including parameter validation and error fallback mechanisms.
This answer comes from the articleCollection of scripts and tutorials for fine-tuning OpenAI GPT OSS modelsThe