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Prompt Caching Key Concepts
Definition and Function
- Core Idea: Prompt caching saves the processing work performed by the model (e. g. , CLOD) on an initial request.
- Mechanism: If an identical request is made later, the system retrieves the saved work from the cache instead of reprocessing the input.
- Use Case: Most beneficial when repeatedly sending the same content to the model.
- Process: It is a two-phase process:
- Initial request (to write data into the cache).
- Follow-up requests (to read and reuse the cached data).
Enabling and Controlling Caching
- Enabling: Prompt caching is disabled by default and must be explicitly enabled using a new message part called a cache point.
- Cache Point Function: When included in a message, a cache point instructs the system to cache all work done on the content before that point.
- Scope: The caching system only works if the content preceding the cache point is identical across requests.
- Cache Limit: Cached data is not permanent; it is only stored for five minutes.
Rules and Limitations
- Minimum Content: There must be at least 1024 tokens of content before a cache point for the system to actually cache the work.
- Content Scope: Cache points are not limited to single text parts; they can cache work done across multiple messages and different parts.
Application Areas
- Message Parts: Caching standard text and image parts.
- Tool Definitions: Caching the JSON schemas within tool definition lists.
- System Prompts: Caching the content of the system prompt.
- Common Practice: Caching tools and system prompts is a common implementation strategy because these elements rarely change between requests.
Takeaways
- Prompt caching saves processing work by retrieving saved results for identical requests instead of reprocessing the input.
- Caching is disabled by default and must be explicitly enabled using a cache point within a message.
- For caching to work, the content preceding the cache point must be identical across requests and must contain at least 1024 tokens.
- Cached data is temporary, stored only for a maximum of five minutes.
- Common use cases include caching system prompts, tool definitions, and standard text/image parts.
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