What the data for this category looks like
General equipment data sources include factory nameplate parameters, operation and maintenance logs, industry general technical manuals, and bidding procurement documents. Factory parameters are fixed values. Operation and maintenance data is updated monthly, and bidding documents are updated in real time with projects. Document formats mainly include structured tables, multi-chapter PDF technical specifications, and bulk CSV device lists. Fields include rated power (unit: kW), external dimensions (unit: mm), weight (unit: kg), rated voltage (unit: V), and some devices include parameters such as operating noise (unit: dB(A)).
What constraints do these characteristics impose on tool calling and plugins
General equipment has many structured parameters with fixed units. Tool calls must accurately match fields and units to avoid parameter mapping errors. Technical manuals with long documents account for a high proportion, and parsing takes far longer than ordinary documents. This puts higher requirements on tool call timeout settings. Bulk CSV lists have diverse encoding formats, and without verification, parsing garbled characters are likely to occur. The update frequency of device operation and maintenance data is tied to the timeliness of marketing content. The knowledge base synchronization rhythm must be matched to ensure data accuracy. Visual marketing materials often need to match real device photos, so a visual model adapted to industrial scenarios must be called to complete parameter verification or material generation.
How to set the configurations
| Configuration Item | Recommended Value | Rationale |
|---|---|---|
PARSE_FILE_TIMEOUT_SECONDS | 900 seconds | General equipment technical specifications are often hundreds of pages long, and parsing takes far longer than ordinary documents. Extending the timeout ensures parsing completes successfully |
UPLOAD_FILE_MAX_SIZE | 2000 MB | Supports batch uploading multiple large device specifications and operation and maintenance log files, matching the needs of bulk marketing content production |
maxContext | 12000 characters | General equipment has many and lengthy parameter fields, so sufficient context must be retained to accurately map parameter requirements for tool calls |
tool_call_max_retries | 3 times | Industrial parameter formats are complex, and temporary parsing failures may occur during tool calls. Setting a reasonable number of retries ensures success rate |
VISION_MODEL_ENDPOINT | Fill in the address of the deployed industrial vision model | General equipment marketing content often requires verifying real device photos, so an interface for a visual model adapted to industrial scenarios must be called |
dataset_sync_interval | 7 days | General equipment operation and maintenance data is updated monthly. Setting a weekly synchronization frequency ensures the timeliness of knowledge base data |
The parameter values given on this page are all conventional recommendations used as a starting point for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require specific analysis, and it is recommended to test on your own samples before finalizing.
Three common mistakes
- Phenomenon: Field garbled characters appear and the parsing result is empty after uploading a bulk device list CSV file. Cause: The file encoding parameter is not specified, and the default encoding does not match the actual encoding format used by the CSV file.
- Phenomenon: When calling a vision model to generate device marketing materials, the tool call log does not show request records, and no actual return results are obtained. Cause:
VISION_MODEL_ENDPOINTand access keys are not configured correctly, so the interface request is not initiated normally. - Phenomenon: A
504 Gateway Timeouterror is triggered when parsing a device technical specification with more than 500 pages. Cause: The configured value ofPARSE_FILE_TIMEOUT_SECONDSis lower than the time required for long document parsing, and does not match the length characteristics of general equipment technical documents.
How to confirm the configuration is complete
- Upload a test device CSV list, check whether the parsed result fields match the original file, and there is no garbled character situation.
- After configuring the vision model interface, upload a real device photo, initiate a tool call test, and check whether the expected parsing result is returned.
- Upload a device technical specification with more than 300 pages, check whether the parsing task is completed within the preset timeout period, and there is no timeout error.
- Initiate a tool call request, check whether the system log records the complete call link and return data.
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.