What the Data Looks Like
Railway and highway research report data originates from public disclosure reports of transportation industry associations, railway and highway operating entities, and monthly operational data published by official statistical agencies. Two update schedules are used: regular and ad-hoc. Regular updates release core operational data and industry analysis on a monthly or quarterly basis. Ad-hoc special reports are published when major infrastructure projects open or policies are adjusted.
Document structures include structured operational fields and unstructured analysis content. Structured fields include route mileage, freight volume, passenger-kilometers traveled, and more. Corresponding units are kilometers, ten thousand tons, and hundred million passenger-kilometers. Metadata fields such as publishing institution, publication date, and report rating are also included.
Constraints for HTTP Interfaces and External Systems
Multi-source data with inconsistent update schedules requires interfaces to support filtering by publication date and report type. Interfaces must also support incremental pulling to adapt to different update cycles.
Clear field and unit requirements mandate that interfaces return original metadata fields and their associated units. This prevents data distortion from automatic conversion.
Document structures combining structured operational data and unstructured analysis content require interfaces to support both full-text retrieval and structured field retrieval. This meets query needs for diverse business scenarios.
Regionalized report content requires interfaces to support filtering by jurisdiction. This aligns with the business scope requirements of external systems.
Configuration Settings
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
rag_recall_topk | 10-15 results | Railway and highway research reports include multi-dimensional structured fields and analysis content. This recall range covers core retrieval needs |
parse_chunk_size | 800-1200 characters | Research reports contain long paragraphs of policy interpretations and operational analysis. This chunk length preserves context integrity |
api_timeout | 600 seconds | Parsing and retrieval of some in-depth research reports require longer durations. This avoids truncation of complete content due to timeout |
filter_by_metadata | Enabled | Retrieval results must be filtered by metadata such as publication date and route type to meet external system filtering requirements |
return_raw_metadata | Enabled | Raw unit information for fields such as freight volume and passenger-kilometers traveled must be retained. This prevents data format distortion |
api_max_request_per_minute | Determined via actual testing | Railway and highway research reports have low update frequencies. High concurrent request volumes are not necessary |
The parameter values provided on this page are common starting points for configuration. 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 Misconfigurations
- Issue: Interface returns
504 Gateway Timeouterror. Cause:api_timeoutis not set to a value matching research report parsing durations. This truncates in-depth research reports before parsing completes. - Issue: Unit display for the freight volume field in retrieval results is abnormal. Cause:
return_raw_metadatais not enabled. This causes the system to automatically convert the original unit field. - Issue: Target research reports cannot be filtered by publication date. Cause:
filter_by_metadatais not enabled, or thepublish_datefield is omitted from request parameters.
How to Confirm Proper Configuration
- Send an interface request that includes the
publish_dateparameter. Verify returned results only include research reports within the specified date range. This confirms thefilter_by_metadataconfiguration is active. - Upload a railway or highway research report to the parsing interface. Verify returned metadata includes original fields such as freight volume and passenger-kilometers traveled, along with their corresponding units. This confirms the
return_raw_metadataconfiguration is active. - Send a retrieval request containing long-text analysis content. Verify no timeout error is returned. This confirms the
api_timeoutconfiguration matches actual parsing durations. - Send a batch retrieval request. Verify the number of returned recall results matches the preset configuration. This confirms the
rag_recall_topkconfiguration is active. - Verify corresponding configuration items are correctly loaded in FastGPT 4.14.4 or later versions.
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.