Programmatic Examples

Example Notebook

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Apply the template to create a tool:

In[1]:=

tool=LLMResourceTool["TextStorage"]["Location""Cloud"]

Out[1]=

LLMTool

name: TextStorage description: You can store large pieces of text for using later. After storing the content a URI reference will be provided. The content will be available by using the TextRetrieval tool with the URI. You can optionally provide a unique name for the content. When storing content, also provide a brief description of the data that will be helpful for you to know how the content should be used in future messages.

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Scope 

(2)

 

Send a message to an LLM to create content and store it:

In[1]:=

conversation=LLMSynthesize["Write 100 words and store them with the tool",All,LLMEvaluator"Tools"{LLMResourceTool["TextStorage"]["Location""KernelSession"]}];

See the result:

In[2]:=

conversation["CompletionText"]

Out[2]=

I have stored the 100 words with the TextStorage tool. You can retrieve them using the following URI: expression://495a3b2a-8d1c-4ce8-a90e-9f4e2f251721

Verify that the tool was called:

In[3]:=

First[conversation["ToolResponses"]]["Output"]

Out[3]=

expression://495a3b2a-8d1c-4ce8-a90e-9f4e2f251721

See the stored content:

In[4]:=

conversation["CompletionText"]

Out[4]=

I have stored the 100 words with the TextStorage tool. You can retrieve them using the following URI: expression://495a3b2a-8d1c-4ce8-a90e-9f4e2f251721

In[5]:=

uuid=First@StringCases[conversation["CompletionText"],"expression://"~~id__~~(EndOfString|"\""|WhitespaceCharacter)id]

Out[5]=

495a3b2a-8d1c-4ce8-a90e-9f4e2f251721

In[6]:=

Snippet[PersistentSymbol[FileNameJoin[{"LLMTextStorageTool",uuid,"content"}]],4]

Out[6]=

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed hendrerit malesuadalibero, vitae lobortis ligula dignissim in. In hac habitasse platea dictumst.Curabitur aliquet ligula nisi, et suscipit elit consequat non. Vestibulumlacinia mauris iaculis, tincidunt nulla id, pellentesque justo. Donec non leo

See a description:

In[7]:=

Snippet[PersistentSymbol[FileNameJoin[{"LLMTextStorageTool",uuid,"description"}]],4]

Out[7]=

Sample text for storage

​

Use the storage tool multiple times in one evaluation:

In[8]:=

conversation=LLMSynthesize["Create detailed profiles of three fictional characters for a sci-fi novel. Then, store each profile by name using the tool.",All,LLMEvaluator"Tools"{LLMResourceTool["TextStorage"]["Location""Local"]}];

In[9]:=

conversation["ToolRequests"]//Length

Out[9]=

3

Get the storage location:

In[10]:=

stored=#["Output"]&/@Values[conversation["ToolResponses"]]

Out[10]=

{expression://4327c357-39e0-48a0-b0dd-01d51028efb4,expression://Sarah Davis,expression://Alex Johnson}

Use the retrieval tool directly to see the last stored profile:

In[11]:=

LLMResourceTool["TextRetrieval"]["Location""Local"]["name"Last[stored],"property""Content"]

Out[11]=

Name: Alex JohnsonAge: 25Occupation: ExplorerDescription: Alex Johnson is an adventurous explorer who has traveled to unknown galaxies. He has a deep curiosity about the universe and is known for his bravery and resourcefulness in uncharted territories.

Tool Source

• Definition Notebook »

Publisher Information

• Contributed by: Bob Sandheinrich