Closed MIM1993 closed 5 days ago
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The problem classifier in Dify version 0.8.0 is outputting all the strings in the directly replied nodes instead of only the string corresponding to the direct reply because the QUESTION_CLASSIFIER_COMPLETION_PROMPT
includes an example section that contains multiple user-assistant interactions. This example section is likely being interpreted as part of the response, causing the classifier to output all the strings from the example interactions.
Here is the relevant part of the QUESTION_CLASSIFIER_COMPLETION_PROMPT
:
### Example
Here is the chat example between human and assistant, inside <example></example> XML tags.
<example>
User:{{"input_text": ["I recently had a great experience with your company. The service was prompt and the staff was very friendly."], "categories": [{{"category_id":"f5660049-284f-41a7-b301-fd24176a711c","category_name":"Customer Service"}},{{"category_id":"8d007d06-f2c9-4be5-8ff6-cd4381c13c60","category_name":"Satisfaction"}},{{"category_id":"5fbbbb18-9843-466d-9b8e-b9bfbb9482c8","category_name":"Sales"}},{{"category_id":"23623c75-7184-4a2e-8226-466c2e4631e4","category_name":"Product"}}], "classification_instructions": ["classify the text based on the feedback provided by customer"]}}
Assistant:{{"keywords": ["recently", "great experience", "company", "service", "prompt", "staff", "friendly"],"category_id": "f5660049-284f-41a7-b301-fd24176a711c","category_name": "Customer Service"}}
User:{{"input_text": ["bad service, slow to bring the food"], "categories": [{{"category_id":"80fb86a0-4454-4bf5-924c-f253fdd83c02","category_name":"Food Quality"}},{{"category_id":"f6ff5bc3-aca0-4e4a-8627-e760d0aca78f","category_name":"Experience"}},{{"category_id":"cc771f63-74e7-4c61-882e-3eda9d8ba5d7","category_name":"Price"}}], "classification_instructions": []}}
Assistant:{{"keywords": ["bad service", "slow", "food", "tip", "terrible", "waitresses"],"category_id": "f6ff5bc3-aca0-4e4a-8627-e760d0aca78f","category_name": "Experience"}}
</example>
To fix this issue, you should ensure that the example section is not included in the response or modify the prompt to clearly separate the example section from the actual response [1].
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Self Checks
Dify version
0.8.0
Cloud or Self Hosted
Self Hosted (Docker)
Steps to reproduce
✔️ Expected Behavior
Only output the string corresponding to the direct reply
❌ Actual Behavior
All the strings in the direct replies have been printed out