What the Data for This Category Looks Like
Wind power marketing-related data mainly comes from wind turbine SCADA systems, project feasibility study reports, operation and maintenance inspection images, regional wind power consumption statistics, and customer procurement requirement documents. SCADA system data is in structured format, including fields such as turbine ID, timestamp, active power, wind speed, and ambient temperature, with an update frequency of every 5 to 15 minutes. Feasibility study reports are multi-page PDF or Word documents, including core parameters such as project installed capacity and grid connection requirements, and are updated when projects are approved. Operation and maintenance inspection images are mostly in JPG or PNG format, mostly with 4K resolution, and are updated per monthly inspection cycles. Customer requirement documents are in Word format, including customized content such as project scale and grid connection requirements.
What Constraints Do These Characteristics Impose on Tool Calling and Plugins?
The multi-type characteristics of wind power data create multiple constraints for tool calling and plugins. Structured SCADA data has industry-specific field names and units. Tool calling requires precise matching of field names and units, and cannot directly reuse field mapping rules for general categories. High-resolution inspection images need to fit the input size of multimodal models. General compression parameters can easily lose engineering details. Feasibility study reports and customer requirement documents vary widely in length. Flexible segmentation is required to retain core project parameters. Real-time data has a high update frequency. The plugin polling interval must balance timeliness and API call limits to avoid triggering rate limits from frequent requests.
How to Set Configurations
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
PARSE_FILE_MAX_LENGTH | 8000–12000 characters | Wind power marketing feasibility study reports and customer requirement documents are usually 10 to 30 pages long. After segmentation, the single-segment length fits the context window of multimodal models, avoiding truncation of core project parameters |
MULTIMODAL_IMAGE_RESIZE | 1920×1080 pixels | Most wind power inspection photos are 4K resolution. Compressing to this size retains details such as turbine towers and blades, while reducing inference time for multimodal models |
TOOL_CALL_POLL_INTERVAL | 30 seconds | Wind power SCADA data updates every 5 to 15 minutes. This interval balances data timeliness and API call frequency, avoiding rate limit triggers |
UPLOAD_FILE_MAX_SIZE | 2000 MB | The total size of bulk wind power project inspection photo packages and long feasibility study reports usually does not exceed 2 GB, adapting to large file upload requirements |
DOC_PARSE_TIMEOUT_SECONDS | 600 seconds | Long document parsing takes a long time. This timeout setting prevents task failure due to overly long parsing time |
VECTOR_STORE_SIMILARITY_THRESHOLD | 0.75–0.85 | Wind power project parameters have high semantic similarity. This threshold filters low-match irrelevant documents and retains accurate project data |
The parameter values provided on this page are common recommended starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require individual analysis, and it is recommended to test on your own samples before finalizing settings.
Three Common Mistakes
- When calling multimodal tools for wind power inspection photos, an "invalid image format" error is returned. This occurs because RAW format aerial inspection photos are not uniformly converted to JPG or PNG format, and general multimodal models cannot recognize non-standard image formats.
- After upgrading to version v4.8.13, passing PDF links for wind power projects fails to extract document content. This is because the new document parsing tool enables long text segmentation verification by default, and does not adapt to the extraction rules for embedded text in engineering charts in feasibility study reports.
- When calling a custom LLM, empty content is occasionally returned, the interface gets stuck for 10 seconds before an error occurs, and no records are found in oneapi logs. This is because the tool calling does not have a timeout retry mechanism configured, and occasional delays in wind power real-time data interfaces cause request timeouts without triggering retries.
How to Confirm Proper Configuration
- Upload a single wind power feasibility study report, check whether the core fields such as installed capacity and grid connection requirements are extracted in the document parsing result, and adjust
PARSE_FILE_MAX_LENGTHto a suitable segmentation length. - Upload a wind power inspection photo, trigger a multimodal tool call, confirm that the returned text description includes details of the turbine tower and blades in the photo, and adjust
MULTIMODAL_IMAGE_RESIZEto an appropriate resolution. - After configuring the tool calling polling interval, simulate SCADA data updates, check whether the tool obtains the latest data at the set interval, and confirm that the API call frequency complies with limits.
- Test passing a PDF link for a wind power project, confirm that the document parsing tool can extract content normally, and verify that the adaptation rules of the new tool take effect.
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.