What the Data for This Category Looks Like
Water utility marketing content draws data from four sources: official marketing material libraries, pipe network operation and maintenance logs, user service tickets, and offline event records. There are two update schedules. Pipe network operation data and user service tickets are updated in real time or daily. Marketing activity materials are updated on demand, with no fixed cycle. Two types of document structures exist: structured and unstructured. Structured data includes fields such as user address, repair request type, processing duration, and water supply pressure, with exclusive units including megapascals, cubic meters, and hours. Unstructured data includes event copy, pipe network announcements, and user feedback text, with lengths ranging from tens to thousands of characters.
Constraints on Model Access and Configuration
The data characteristics of the water utility category impose multiple constraints on model access and configuration. Structured business data has unique fields and units, so targeted field extraction rules must be configured during access to prevent generic models from misidentifying units or fields. Real-time updated pipe network data and user service tickets require the model’s context window to adapt to short-cycle updated content. Adjust the context length parameter to cover the latest business data. Unstructured marketing materials have large differences in length, so reasonable text chunking parameters must be configured to avoid truncation or reduced accuracy during processing. Mixed access to multi-source data requires configuring data mapping rules to ensure consistent recognition and processing of water utility business data from different sources.
How to Set Configuration Values
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
maxContext | 8000–12000 characters | Water utility marketing scenarios include long-text pipe network announcements and ticket summaries. This range covers most business document lengths |
PARSE_FILE_TIMEOUT_SECONDS | 300 seconds | Water utility business documents often contain large numbers of structured tables and operation and maintenance data, so parsing takes longer than generic scenarios |
UPLOAD_FILE_MAX_SIZE | 500 MB | Bulk marketing material packages and historical ticket archive files from water utilities are generally large, so this value supports bulk upload requirements |
extract_structured_fields | ["用户地址", "报修类型", "处理时长", "供水压力"] | This list covers the core business fields that need to be extracted in water utility marketing scenarios, aligning with business analysis needs |
similarity_threshold | 0.75–0.85 | Field semantics in water utility business data are highly similar, so this range effectively filters low-match irrelevant content |
chunk_size | 800 characters | Water utility marketing copy is mostly paragraph-style content, so this chunk length balances model understanding accuracy and processing efficiency |
The parameter values provided on this page are all common starting points for configuration. Actual values vary based on material form, data volume and business rules. Specific cases require targeted analysis, and testing using internal samples prior to finalization is recommended.
Three Common Misconfigurations
- Phenomenon: The model incorrectly identifies units for water utility business fields, such as recognizing megapascals as kilopascals. Cause: The
extract_unitparameter is not configured, and no exclusive unit mapping rules for the business are specified. - Phenomenon: After modifying
BASE_URL, the platform still does not display the connected model list. Cause: The correspondingAPI_KEYparameter is not updated synchronously, or the container is not restarted to make the configuration take effect. - Phenomenon: The marketing content recalled by the model only comes from the user’s question text, and does not cover marketing materials in the knowledge base. Cause: The
retrieve_sourceparameter is not configured, and only single-source recall logic is enabled.
How to Confirm Configuration is Complete
- A test document containing structured service tickets and marketing copy may be uploaded. Check that the fields extracted by the model include the preset business fields, and verify that the field units comply with water utility business specifications.
- Call the model interface to process bulk water utility marketing materials. Confirm that the response time does not exceed the
PARSE_FILE_TIMEOUT_SECONDSsetting, and that no timeout error messages appear. - Configure test user questions. Confirm that the marketing content recalled by the model matches the semantic meaning of the questions, and adjust
similarity_thresholdto a range that meets business requirements. - View container runtime logs. Confirm that the
BASE_URLandAPI_KEYparameters have been loaded correctly, and that no model connection failure error messages appear.
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.