What this category of data looks like
Party building learning data for the non-ferrous metal smelting sector originates primarily from three sources: party building guidance documents issued by the local state-owned assets supervision and administration commission, workshop study minutes released by the smelting enterprise’s party committee, and special industry party building training materials. Data updates follow a set schedule: monthly updates for party committee developments, and quarterly iterations for special study content. Most documents use structured formats, with fields including document number, release date, and applicable production posts. Single-document length typically ranges from 3000 to 15000 characters, and some include annotated descriptions for supporting party building activity images.
Constraints imposed on multi-turn dialogue and prompt engineering
The post subdivision fields in non-ferrous metal smelting party building learning data require multi-turn dialogue to associate conversation history via chatId, store context content in the messages array, and pass the user’s production post parameter via variables to narrow the scope of question and answer matching and avoid returning irrelevant content. The feature of long single documents requires setting a reasonable threshold for the multi-turn dialogue context window to prevent redundant information from interfering with core question and answer. The relatively high data update frequency requires prompts to be associated with the latest synchronized files in the knowledge base to ensure that question and answer content aligns with current party building developments. Some documents include image annotations, so prompts must explicitly require generating accurate study Q&A responses combined with the annotated content.
How to set the configurations
| Configuration Item | Recommended Setting | Rationale |
|---|---|---|
| Maximum context length | 8000–12000 characters | Matches the single-document length range of non-ferrous metal smelting party building documents, to avoid truncating core study content |
| Question optimization switch | Enabled | Assists in refining user party building study questions related to smelting posts, reducing ambiguous queries |
| Single search limit | Top 8 results | Covers chunked retrieval of single long documents, while avoiding excessive redundant information interfering with dialogue |
| Knowledge base sync frequency | Every 7 days | Adapts to the monthly update rhythm of industry party building data, ensuring timeliness of question and answer content |
| Conversation history retention duration | 120 minutes | Meets the needs of coherent discussions for multi-turn party building study Q&A, avoiding excessive resource usage from historical conversations |
| Prompt template | "Follow the party building study requirements for non-ferrous metal smelting posts, answer based on knowledge base content: {question}" | Explicitly links to the category scenario, guiding the model to focus on party building key points related to smelting |
Three common mistakes
- Issue: A
connection errorprompt pops up when calling the model, and the issue persists after enabling a proxy. Cause: Network parameters for model calls were not configured correctly in FastGPT v4.17.0, preventing normal establishment of interface requests. - Issue: A custom conversation icon is set in guest mode, but the default icon still appears after saving. Cause: Custom icon permissions for guest mode were not enabled; icon modification operations are only supported in logged-in mode.
- Issue: After the knowledge base returns party building materials containing image annotations, the model’s response does not reference the image content. Cause: The prompt did not explicitly require generating responses combined with image annotations, only extracting information from the text portion.
How to confirm the configuration is complete
- Initiate multi-turn questions related to party building study in smelting workshops, check whether conversation history is correctly retained and associated with subsequent questions.
- After triggering a model call, verify that the interface return status code is normal, and confirm there are no
connection errortype errors. - Enter keywords for party building documents containing image annotations, verify whether the model’s response references image-related study key points.
- Check the knowledge base synchronization logs to confirm that recently updated party building materials have completed synchronization.
The values provided here are common starting points, and should be evaluated against the reader’s own samples.
Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-28.