Knowledge Base Retrieval and Recall for Glass Industry Research Reports

Glass industry research report data primarily comes from public statistics released by industry associations, securities firm industry analysis

What the data for this category looks like

Glass industry research report data primarily comes from public statistics released by industry associations, securities firm industry analysis documents, and monthly operational reports from manufacturing enterprises. Update frequency adjusts based on industry trends. Updates become more frequent during peak seasons or when new policies are released. Under normal conditions, updates occur 1 to 2 times per month, with in-depth analysis documents published quarterly. Document structures typically include segmented product descriptions, market pricing, inventory data, production capacity information, policy impact analysis, and other modules. Fields include float glass ex-factory prices, inventory turnover days, monthly shipment volumes, and more. Field naming varies slightly across different documents. Some documents use both weight boxes and square meters as area units.

What Constraints These Characteristics Impose on Knowledge Base Retrieval and Recall

Glass industry research report data sources are scattered, covering multiple channels such as industry associations, securities firms, and manufacturing enterprises. Differences in document formats and field naming across sources require the retrieval and recall process to support unified mapping and classification filtering for multi-source data. There are many segmented product categories and inconsistent field units. Precise matching rules must be set for categories such as float glass and tempered glass to avoid invalid cross-category recall. Update frequency fluctuates significantly. Bulk updates may generate large numbers of new documents. The knowledge base must support efficient incremental synchronization and parallel parsing to prevent task blocking. Some in-depth research reports have long lengths. Sufficient contextual association must be retained during segmented retrieval to avoid information fragmentation.

How to Set Configurations

Config ItemRecommended ValueRationale
UPLOAD_FILE_MAX_SIZE500 MBSingle glass research report PDF or DOCX files typically do not exceed 100 MB. This setting reserves reasonable redundancy for bulk uploads
PARSE_SEGMENT_LENGTH800–1200 charactersGlass research reports include long paragraphs of pricing analysis and production capacity data. Excessively long segments will lose contextual association
RECALL_TOP_KTop 8 entriesThere are many segmented product categories for glass research reports. Sufficient segmented dimensions are needed to match retrieval requirements
SIMILARITY_THRESHOLD0.72–0.78Balances precision and recall coverage to avoid missing relevant research reports for segmented product categories
PARSE_FILE_TIMEOUT_SECONDS300 secondsParsing large, in-depth research reports takes significant time. This setting prevents parsing tasks from timing out and being interrupted
RERANK_TOP_NTop 4 entriesRe-ranks recall results to focus on high-value content related to core product categories
UPLOAD_PARALLEL_NUM6Adapts to concurrent requirements for bulk uploads, preventing task queue blocking from single-threaded execution

The parameter values provided on this page are common starting points for configuration setup. Actual values are affected by material format, data volume, and business rules. Specific scenarios require individual analysis. It is recommended to test on your own samples before finalizing settings.

Three Common Mistakes

  • Symptom: Manually inserted knowledge base indexes disappear automatically after several hours. Cause: Persistent storage configuration for the knowledge base is not enabled. Temporary indexes are only stored in memory cache and not written to a persistent database.
  • Symptom: Upload queues become blocked and task execution delays are high when bulk uploading DOCX or PDF research reports. Cause: The UPLOAD_PARALLEL_NUM parameter has not been adjusted to a value suitable for bulk tasks. The number of concurrent upload threads is insufficient.
  • Symptom: Retrieval results include non-glass category construction materials research reports, and accurate matching to target categories is not possible. Cause: Product category metadata filtering rules are not enabled. Retrieval and recall do not bind field tags exclusive to the glass product category.

How to Confirm Configurations Are Correctly Set

  • Upload a single glass research report, check the generated document metadata after parsing, and confirm that exclusive fields are extracted and match the original document content.
  • Initiate a bulk upload test, check the parallel execution status in the task management interface, and confirm that the configured parallel thread count takes effect.
  • Search for keywords for a specified glass segmented product category, and verify that the metadata tags of returned results match the preset filtering conditions.
  • Check the knowledge base index status after 24 hours, confirm that no automatic disappearance occurs, and verify the effectiveness of the persistent storage configuration.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.