What Data for This Category Looks Like
Typical entities are color printing, label, carton, flexible packaging, and pharmaceutical packaging enterprises. Daily documents include pre-press files, imposition sheets, printing process sheets, ink color matching records, first-piece proofing, barcode inspection, die-cutting and lamination records. Data sources cover customer manuscripts, color management systems, printing press data, ink and substrate batch records, spectrometers and barcode detectors. Updates are triggered per order, per batch, and each time a plate is changed. Document fields include plate version, batch number, color parameters, barcode content, and production link timestamps. Some are image-based proofing files, others are structured text records.
What Constraints These Characteristics Impose on Citation Sourcing and Traceability
Since data is updated frequently per order, batch, and plate change, traceability must accurately bind documents to specific plate versions and batches to avoid cross-order confusion. Documents include both text and image content, so traceability must support associated references for both text metadata and image files. Data from multiple sources needs to integrate fields from different systems, so traceability configuration must support cross-system metadata matching. Errors in production links have serious consequences, so traceability must quickly locate original documents and production nodes to ensure every operational basis can be traced during audits.
How to Configure the System
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
| Similarity Threshold | 0.72–0.85 | Match formatted text and image metadata such as printing process sheets and first-piece proofing |
| Single Search Limit | Top 8 entries | Cover the number of associated documents for a single order with multiple batches |
| Maximum Context | 12000–15000 characters | Accommodate complete content from multiple spliced documents, such as imposition sheets and ink records |
quoteMaxToken | 4000–6000 token | Extract complete traceability content from first-piece proofing and barcode inspection reports |
| Reordering | Sorted by production time | Match the sequential workflow of printing and packaging manufacturing |
detail | Enabled | Display specific fields and version information of traceability documents |
Three Common Misconfigurations
- Phenomenon: Only 1 reference document is returned when searching the knowledge base, and the number of results does not match the actual number of associated documents. Cause: The single search limit is configured too low, failing to cover associated documents for multiple batches under a single order.
- Phenomenon: An error pops up when clicking test after configuring the model, and normal operation can be achieved after forcibly ignoring it. Cause: The return format of
responseDatais not configured correctly, causing an exception in the initial verification logic. - Phenomenon: The directory is empty after importing a JSON-format knowledge base, and the target document must be selected manually. Cause: The automatic matching rule between order plate version and knowledge base directory is not bound, and the function of automatically associating the knowledge base by production batch is not enabled.
How to Confirm Proper Configuration
- Upload all associated documents for a single order, initiate a traceability query, and check whether the number of returned reference documents matches the number of order batches.
- Call the traceability function, and check whether the returned results include printing and packaging manufacturing-specific metadata fields such as plate version and ink batch.
- Modify the single search limit configuration, and verify that the number of search results changes with the configuration parameters.
- Enable the
detailparameter, and confirm that the specific content and version information of the original document are displayed in the reference source. - Use the FastGPT v4.17.0 test tool to simulate the first-piece audit scenario, and verify that the traceability results can be associated with the corresponding ink color matching records and proofing files.
The values provided here are common starting points and should be measured against the reader's own samples.