What the data for this category looks like
Collected data for automated equipment comes from built-in industrial sensors, PLC controllers, and edge computing gateways. Data is reported in minute-level batches. It is stored in a structured format, including fields such as unique device identifier, collection timestamp, per-station yield rate value, team cumulative yield rate value, runtime duration, and alarm status code. Runtime duration is measured in hours. Alarm status code is a unitless numeric identifier. Yield-related fields are dimensionless proportional values.
Constraints imposed on conversation logs and auditing
The minute-level batch reporting feature requires the conversation log system to support high-frequency, high-throughput data writing, to avoid log loss or delay. The fixed format of structured fields requires the auditing process to validate the integrity and format validity of core fields, preventing invalid data from entering conversation context. The binding relationship between alarm status code and yield rate value requires log auditing to associate the two types of data, enabling quick location of alarm events corresponding to abnormal yield rates. The batch reporting feature requires conversation logs to support traceability queries by device ID and collection time period, to meet compliance auditing requirements.
Configuration Settings
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
LOG_RETENTION_DAYS | 365 days | Industrial compliance auditing requirements mandate retaining at least one year of device operation and conversation logs to meet traceability needs |
MAX_BATCH_PROCESS_SIZE | 500 items per request | Single batch data volume from automated equipment batch reporting is typically under 500 items, to avoid interface timeouts |
LOG_FIELD_VALIDATION_SWITCH | Enabled | Must validate the format and value range of core fields such as yield rate and runtime duration, to prevent invalid data from entering conversation context |
CONTEXT_WINDOW_SIZE | First 200 conversation logs | Automated equipment conversation scenarios require associating recent collection data; an overly long window increases inference latency |
ALARM_LOG_ASSOCIATION | Enabled | Must bind alarm logs and yield logs, enabling quick location of alarm events corresponding to abnormal yield rates during auditing |
API_MULTIMEDIA_UPLOAD_PATH | Device collection terminal specified directory | Alarm images from automated equipment must be uploaded to the specified path to ensure normal parsing for multimodal conversations |
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 case-by-case analysis, and it is recommended to test on your own samples before finalizing settings.
Three Common Misconfigurations
- Phenomenon: A
400 invalid imageerror is returned when calling the multimodal conversation interface, and no image parsing record exists in the conversation log. Cause:API_MULTIMEDIA_UPLOAD_PATHis not configured to the specified directory of the device collection terminal, causing alarm images to fail normal upload and parsing. - Phenomenon: Yield rate fields are empty in conversation logs, and batch reporting task status shows timeout. Cause:
MAX_BATCH_PROCESS_SIZEis set too large, exceeding the interface bearing capacity of the device collection terminal, causing some data to fail complete upload. - Phenomenon: Uploaded device operation data is not included in large model statistical summaries, and relevant logs are not recalled in the conversation context. Cause:
LOG_FIELD_VALIDATION_SWITCHis not enabled, and fields that do not meet format requirements are filtered out, causing data to not enter the recall pool.
How to Confirm Configuration is Complete
- Access the platform log management module, check the actual value of the
LOG_RETENTION_DAYSconfiguration item to confirm it meets the preset retention period. - Initiate a simulated automated equipment data reporting request, check whether the conversation log contains complete fields such as device ID, yield rate value, and alarm code, with no missing or format errors.
- Call the multimodal conversation interface, upload a simulated device operation alarm image, check whether an image parsing record is generated in the conversation log, and confirm the interface does not return a
400 invalid imageerror. - Configure a batch reporting test task, set
MAX_BATCH_PROCESS_SIZEto 500 items, check that all data is successfully written to the log after the task completes, with no timeouts or losses.
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.