What the data for this category looks like
Data for insurance financing daily reports comes from internal underwriting systems of insurance institutions, financing loan ledgers from partner banks, and filing data submitted by regulators. The update schedule is daily batch sync of the previous calendar day’s business data in the early morning. Each daily report document is grouped by underwriting entity. It includes fields such as policy number, financing amount, due repayment date, insurance type, and actual repayment progress. Amount fields use RMB yuan as the unit. Date fields follow the YYYY-MM-DD format.
Constraints on Deployment and Upgrade
The multi-source heterogeneous nature of insurance financing daily report data, grouping by underwriting entity, and presence of strongly validated fields impose clear constraints on the deployment and upgrade process. During deployment, pre-configure multi-data source connection adapters to support different interface formats of underwriting systems, bank ledgers, and regulatory data. During upgrade, retain existing field mapping rules to avoid parsing failures of daily report data caused by field format adjustments. Adapt to the daily batch sync schedule by configuring retry mechanisms and timeout thresholds for scheduled tasks. This prevents task interruptions from data source fluctuations during the early morning sync window. Adapt to the underwriting entity grouping business logic by configuring vector recall aggregation strategies. This ensures subsequent retrieval results meet business grouping requirements.
How to Set Configuration Values
| Configuration Item | Recommended Value | Basis for This Value |
|---|---|---|
PARSE_FILE_TIMEOUT_SECONDS | 600 seconds | Insurance financing daily reports are mostly batch-structured documents. Single-document parsing takes a long time. This duration avoids premature timeout interrupting tasks |
RECALL_TOP_K | 15 | Daily reports include multi-dimensional associated fields. A sufficient number of associated data must be recalled to support business retrieval |
SIMILARITY_THRESHOLD | 0.75 | Fields in insurance business data have strong association. An overly high threshold will filter valid associated results, while an overly low threshold will introduce irrelevant information |
PARSE_CHUNK_SIZE | 800–1200 characters | Daily reports include structured fields such as amount and date. Excessively long chunking will destroy field association logic. Excessively short chunking will increase retrieval redundancy |
DATA_SYNC_CRON | 0 0 3 * * ? | Adapts to the schedule of syncing the previous day’s business data at 3 AM daily, avoiding peak business hours |
AI_PROXY_ENABLED | Configured based on deployment environment | Some deployment environments can directly connect to OneAPI without starting an additional AI proxy, which reduces resource usage |
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 case-by-case analysis. It is recommended to test on your own samples before finalizing values.
Three Common Misconfigurations
- Phenomenon: After deployment or upgrade, calling the interface returns a
403 Forbiddenerror. Direct connection to the model via OneAPI is not possible. Cause: TheAI_PROXY_ENABLEDparameter is not configured correctly. The new version enables the AI proxy by default. Adjust the parameter or synchronize the proxy address configuration. - Phenomenon: In the self-deployed version v4.15.1, some insurance financing daily report documents cannot recognize embedded images. Policy number information within images cannot be retrieved during searches. Cause: The image parsing plugin is not enabled, or the correct value of the
PARSE_IMAGE_ENABLEDparameter is not configured, resulting in incomplete parsing of documents containing images. - Phenomenon: When deploying a model locally with vllm, the
reasoningfield in the conversation return result is empty. The thinking process cannot be displayed. Cause: The streaming output configuration of vllm is not enabled, or the corresponding switch is not enabled in the model call parameters, resulting in the thinking content not being correctly captured.
How to Verify Proper Configuration
- Execute a manual sync task. Check logs for error messages related to data source connection exceptions or field format mismatches. Confirm that multi-data source connection configurations are normal.
- Upload a standard insurance financing daily report document. Check whether parsed fields fully match preset mapping rules. Confirm that chunking and parsing parameter configurations conform to business data characteristics.
- Initiate a business retrieval request. Check the recall quantity and association matching degree of returned results. Adjust corresponding configuration items based on actual retrieval needs.
- Wait for the scheduled sync task to complete the next early morning run. Check whether daily report data generated in the database covers the business scope of the previous calendar day. Confirm that scheduled task configurations are correct.
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.