What Data Looks Like for This Product Category
Typical entities are factories that produce precast concrete (PC) components, pipe piles, bridge components, and municipal products. Daily documents include component detailed design drawings, reinforcing bar cutting lists, mold inspection records, pouring and vibration records, curing records, demolding and factory inspection reports. Data sources cover BIM detailed design documents, reinforcing bar and concrete batch ledgers, production data from mold tables and curing kilns, laboratory inspection reports, and product QR code traceability information. Update frequencies follow per single piece, per batch, or per kiln. Documents include fields such as component unique ID, material specifications, production node times, inspection parameters. Units include millimeters, megapascals, days, and other engineering units.
Constraints on Citation Sources and Traceability
Production data for precast concrete components is updated per single piece, per batch, or per kiln. Traceability information must be tied to specific production batches or single-piece identifiers to avoid cross-batch confusion. Multiple data sources require linking different document types. Traceability must uniformly display all linked production process documents. Diverse document types include specialized engineering parameters. Traceability return snippets must retain original fields and units to enable engineering staff to verify results. Errors in this process have severe consequences. Traceability recall scope must be strictly limited to documents related to the component under review, to avoid returning irrelevant content.
Configuration Settings
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
quoteMaxToken | 800–1200 characters | Matches chunk length of typical single documents for precast concrete components |
| Single search limit | Top 6 results | Covers all core documents linked to a single component batch |
| Reranking | Enabled | Prioritizes core retrieval fields such as component ID and production batch number |
responseData | Includes document name, production batch number, inspection time | Ties traceability information to specific production processes |
detail | Enabled | Returns snippets from original documents relevant to review content |
| Maximum context | Calibrated via actual testing | Adapts to retrieval needs for linked multiple documents |
Three Common Configuration Mistakes
- Symptom: When a review query for a specific component is submitted, returned traceability content is not linked to the current component’s production batch. Only general precast concrete component document snippets are returned. Cause: Filtering recall results by component unique identifier was not configured. This causes recall scope to cover all knowledge base documents.
- Symptom: Traceability results do not show specific document source information, or fields are empty. Cause: The
responseDataconfiguration was not enabled, and required traceability fields were not specified. - Symptom: The number of returned traceability results exceeds expectations, and includes irrelevant curing kiln records or component documents from other batches. Cause: A reasonable single search limit was not set, and reranking rules to filter non-target batch content were not enabled.
How to Verify Correct Configuration
- A single precast concrete component’s reinforcing bar cutting list and detailed design drawing is uploaded to the knowledge base. A review query for this component is submitted. Returned traceability information is confirmed to include core identifiers such as document name and production batch number.
- A test query unrelated to the current component is submitted. Returned content is confirmed to exclude irrelevant precast concrete component document snippets.
- Application logs for FastGPT v4.17.0 are reviewed. Traceability information is confirmed to include original document snippets as required by the
detailconfiguration. - The value of
quoteMaxTokenis adjusted. Returned traceability text length is verified to fall within the set range.
The values provided are common starting points and should be measured against the reader's own samples.