33 lines
1.7 KiB
Markdown
33 lines
1.7 KiB
Markdown
# Logs & Annotations
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{% hint style="warning" %}
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Please ensure that your application complies with local regulations when collecting user data. The common practice is to publish a privacy policy and obtain user consent.
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{% endhint %}
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The **Logs** feature is designed to observe and annotate the performance of Dify applications. Dify records logs for all interactions with the application, whether through the WebApp or API. If you are a Prompt Engineer or LLM operator, it will provide you with a visual experience of LLM application operations.
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### Using the Logs Console
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You can find the Logs in the left navigation of the application. This page typically displays:
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* Interaction records between users and AI within the selected timeframe
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* The results of user input and AI output, which for conversational applications are usually a series of message flows
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* Ratings from users and operators, as well as improvement annotations from operators
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The logs currently do not include interaction records from the Prompt debugging process.
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### Improvement Annotations
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{% hint style="info" %}
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These annotations will be used for model fine-tuning in future versions of Dify to improve model accuracy and response style. The current preview version only supports annotations.
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{% endhint %}
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Clicking on a log entry will open the log details panel on the right side of the interface. In this panel, operators can annotate an interaction:
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* Give a thumbs up for well-performing messages
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* Give a thumbs down for poorly-performing messages
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* Mark improved responses for improvement, which represents the text you expect AI to reply with
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Please note that if multiple administrators in the team annotate the same log entry, the last annotation will overwrite the previous ones.
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