Quality Problem Traceability and Defect Analysis for Electric Motor and Generator Manufacturing: Tool Calling and Plugins

Data for this category comes from electromagnetic design databases, copper wire and insulating material batch ledgers, winding equipment logs, dynamic

What the Data for This Category Looks Like

Data for this category comes from electromagnetic design databases, copper wire and insulating material batch ledgers, winding equipment logs, dynamic balancing machine records, electrical test bench reports, and production work orders from ERP/MES systems. Data is updated once per finished product or batch of workpieces. All associated documents are updated synchronously when a formal design change occurs. Daily generated documents include winding process cards, insulation treatment records, dynamic balancing reports, dielectric strength test records, and formal and factory test reports. Core fields include winding turns, insulation thickness, dynamic balance residual value, dielectric breakdown voltage, and temperature rise value, among others.

Constraints for Tool Calling and Plugin Workflows

Multi-source heterogeneous data sources require tool calling to connect to plugins for multiple independent data sources. This avoids manual data collation across systems. The high-frequency update feature requires tool calling to support real-time pulling of the latest test records and batch data. Static caching cannot be relied upon. Complex document structures and specialized fields require plugins to accurately match core fields of motor manufacturing documents, such as winding turns and dielectric strength values. Plugins cannot be universally adapted to document formats of other categories. The strong correlation between single-unit or single-batch data requires tool calling to filter data by production batch. This avoids mixing records from unrelated batches, which would reduce traceability accuracy.

Configuration Settings

These configurations are based on FastGPT v4.17.0.

Configuration ItemRecommended SettingRationale
Workflow/API tool selectionautoAutomatically matches available plugins for the current scenario, no manual specification required
Workflow/API function-call configurationAllow forced invocationSupports extracting structured fields from motor documents in a specified format, such as winding turns and dielectric strength values
Single search limitTop 8 entriesMatches test records and process documents from the same batch, avoiding interference from redundant data
Tool call timeout threshold600 secondsAdapts to the standard response time of electrical test bench data interfaces
Maximum context length8000–12000 tokenAccommodates the full content of winding process cards and multiple test reports
Reranking switchEnabledPrioritizes documents that include core fields such as winding turns and dielectric strength values

Three Common Misconfigurations

  • Phenomenon: Irrelevant content from the global knowledge base is included during tool calls. Cause: The configuration to only associate motor manufacturing documents specified by the plugin is not enabled, resulting in global knowledge base content being recalled alongside target data.
  • Phenomenon: API calls return a 514 status code. Cause: The tool call timeout threshold is set too short, or the connected test bench data interface fails to return batch data.
  • Phenomenon: Structured data fields returned by the plugin are empty. Cause: Specialized fields of motor documents, such as winding turns and dynamic balance residual value, are not matched, preventing the tool from extracting valid information.

How to Confirm Proper Configuration

  • Submit a test request that includes "query the winding turns of a specific batch of motors". Confirm that returned results only include test reports and process documents associated with the plugin, with no content from the global knowledge base.
  • Review API call logs. Confirm that the returned status code is 200, and there are no timeout-related errors.
  • Verify structured data returned by the plugin. Confirm that it includes core fields of motor manufacturing documents, such as winding turns and dielectric breakdown voltage.
  • Test forced invocation of the functionCall function. Confirm that the plugin returns structured traceability data in the specified format.

The values provided here are common starting points and should be measured against the reader's own samples.