What the data for this category looks like
Data related to medical device yield rates and market trends is sourced from the National Medical Consumables Centralized Procurement Platform, publicly disclosed information of listed medical device companies, and compliant third-party medical data APIs. Full synchronization of the previous day's data is completed every early morning. Incremental push for temporary price adjustment or bid change data is supported hourly. Documents use structured JSON or CSV format, including fields such as unique medical device identifier, product name, registration certificate number, supply area, transaction date, daily transaction unit price, average transaction unit price of the recent cycle, and transaction frequency. The units of these fields are none, none, none, none, year/month/day, yuan/item, yuan/item, and times respectively.
What constraints these characteristics impose on model access and configuration
Multiple data sources require compatibility with multiple authentication methods. Mixed authentication rules adapted to government platforms and third-party interfaces must be configured. The update rhythm of daily full synchronization plus hourly incremental updates requires scheduled tasks that support switching between full and incremental synchronization. The document structure with many compliance-related fields requires configuring output field whitelists to retain traceability information. Large differences in unit price benchmarks across regions require configuring region-specific normalization parameters to avoid calculation deviations. Some data involves sensitive medical insurance-related information. Desensitization rules must be configured to protect privacy.
Configuration Recommendations
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
dataSourceAuthType | Multi-source mixed authentication | Adapt to different authentication requirements of government procurement platforms and third-party data interfaces |
syncSchedule | Daily 02:00 full synchronization + hourly incremental synchronization | Cover full market data update and real-time synchronization requirements for temporary changes |
fieldWhiteList | ["udiCode", "productName", "supplyArea", "tradeDate", "currentPrice", "avgPrice", "tradeCount"] | Retain compliant traceability fields and avoid sensitive information leakage |
normalizationParam | Calculate benchmark values grouped by supply area | Eliminate differences in procurement benchmark prices for medical devices across regions and ensure accuracy of yield rate calculations |
apiTimeout | 30 seconds | Adapt to response delay ranges of government data sources and reserve reasonable buffer time |
rerankerModelBatchSize | Calibrated based on actual measurements | Adapt to field characteristics of medical device data and optimize GPU memory usage and inference speed of the reranker model |
The parameter values provided on this page are common starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require specific analysis. It is recommended to test on your own samples before finalizing settings.
Three Common Configuration Errors
- Phenomenon: An invalid token error is returned when calling a domestic model, and testing via oneapi proceeds normally. Cause: The regional proxy or IP whitelist for the model is not configured. Some domestic model interfaces require binding a specified access source.
- Phenomenon: GPU memory usage is normal after the reranker model starts, but quickly grows to 6-7G after calling, with multiple GPUs occupied simultaneously. Cause: The
rerankerModelBatchSizeparameter is not configured. The default batch processing volume exceeds the memory capacity of a single GPU. - Phenomenon: The background configuration entry is still displayed after release. Cause: The
hideAdminMenuparameter is configured asfalse, and the configuration entry of the non-login window is not hidden correctly.
How to Confirm the Configuration is Complete
- A full data synchronization task is executed, and the synchronization log is checked to confirm that synchronized fields match the configured whitelist.
- A model call for a single medical device market data entry is initiated, and returned results are verified to conform to regional normalization logic.
- GPU memory monitoring data is reviewed to confirm that the reranker model's memory usage falls within the preset reasonable range.
- The complete call link for domestic models is tested to confirm that no invalid token-related errors are present.
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.