What the data for this category looks like
Data for complete vehicle final assembly scenarios typically comes from ERP/MES systems, VIN and vehicle configuration systems, tightening tools, end-of-line (EOL) offline inspection lines, and quality traceability systems. Daily documents include production orders, VIN lists, assembly work instructions, tightening torque data, offline inspection reports, rework records, and conformity release documents. Data is generated in real time per vehicle. Some batch configuration data is synchronized per shift. Core fields include VIN, part batch number, torque parameters, inspection results, and others. Data volume changes dynamically with mixed-model production beat.
What constraints these characteristics impose on the HTTP interfaces and external systems link
Complete vehicle final assembly uses VIN as the single-vehicle traceability main line, and must match hundreds of personalized configurations. HTTP interfaces must support precise calls using VIN as the core query parameter. Real-time generated tightening data and offline inspection data require interfaces to have low-latency response capabilities. Limit the data volume of a single request to avoid timeouts. For multi-source system access requirements, interfaces must support field format mapping for different systems, and also support batch data synchronization to adapt to per-shift batch data updates. Traceability data sensitivity requires the Authorization parameter to carry compliant authentication credentials to prevent unauthorized access.
How to set the configuration
This configuration applies to FastGPT v4.17.0.
| Configuration Item | Recommended Approach | Rationale |
|---|---|---|
Authorization | Carry enterprise-level JWT authentication tokens with a validity period of 7200 seconds | Adapt to the security and compliance requirements of internal vehicle factory systems, prevent unauthorized access to traceability data |
variables | Preset VIN and part batch number as core query variables | Match the core requirement of precisely matching configurations and data using vehicle unique identifiers in this scenario |
responseData | Only return fields related to tightening torque, offline inspection, and rework records associated with VIN | Reduce invalid data transmission, improve interface response and indexing efficiency |
| Single request data volume | Control within the range of 800–1200 records, calibrated via actual testing | Adapt to mixed-model production batch data synchronization scenarios, avoid interface timeouts |
| Batch synchronization trigger timing | Trigger after the end of each daily production shift | Match the rhythm of batch configuration data updates per shift in this scenario |
| Field mapping rules | Uniformly map external system fields to standard formats of VIN, part number, and inspection results | Support multi-source system access requirements, reduce data processing costs |
Three common mistakes
- Phenomenon: CSV files uploaded via API do not split QA pairs as expected, fields are empty or mismatched. Cause: No preset field mapping rules for question columns and answer columns in
variables, causing the interface to fail to recognize the CSV column structure. - Phenomenon: Interface calls return empty values or insufficient result counts. Cause: Single request data volume exceeds the interface's carrying limit, or batch synchronization is not triggered per production shift, leading to delayed data synchronization.
- Phenomenon: Knowledge base indexing speed is too slow. Cause: Do not limit the field range returned by
responseData, causing a large amount of invalid data to be passed into the indexing process and increase processing load.
How to confirm the configuration is complete
- Call the test interface with a known valid VIN, check whether the returned
responseDataonly includes the preset core fields. - Check the configuration of the
Authorizationauthentication credential, confirm that its format and validity period meet system requirements. - Trigger a small-batch synchronization task, check whether the interface's returned response results match the number of synchronized data.
- Associate this interface configuration in a workflow, pass in the preset
variablesvariables, verify that traceability data for the corresponding vehicle can be correctly retrieved.
The values provided are common starting points and should be evaluated against the reader's own samples.