-
Notifications
You must be signed in to change notification settings - Fork 181
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- add tool calling to the api interface - add a tool calling example
- Loading branch information
Showing
2 changed files
with
118 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,88 @@ | ||
import ollama from 'ollama'; | ||
|
||
// Simulates an API call to get flight times | ||
// In a real application, this would fetch data from a live database or API | ||
function getFlightTimes(departure: string, arrival: string) { | ||
const flights = { | ||
"NYC-LAX": { departure: "08:00 AM", arrival: "11:30 AM", duration: "5h 30m" }, | ||
"LAX-NYC": { departure: "02:00 PM", arrival: "10:30 PM", duration: "5h 30m" }, | ||
"LHR-JFK": { departure: "10:00 AM", arrival: "01:00 PM", duration: "8h 00m" }, | ||
"JFK-LHR": { departure: "09:00 PM", arrival: "09:00 AM", duration: "7h 00m" }, | ||
"CDG-DXB": { departure: "11:00 AM", arrival: "08:00 PM", duration: "6h 00m" }, | ||
"DXB-CDG": { departure: "03:00 AM", arrival: "07:30 AM", duration: "7h 30m" } | ||
}; | ||
|
||
const key = `${departure}-${arrival}`.toUpperCase(); | ||
return JSON.stringify(flights[key] || { error: "Flight not found" }); | ||
} | ||
|
||
async function run(model: string) { | ||
// Initialize conversation with a user query | ||
let messages = [{ role: 'user', content: 'What is the flight time from New York (NYC) to Los Angeles (LAX)?' }]; | ||
|
||
// First API call: Send the query and function description to the model | ||
const response = await ollama.chat({ | ||
model: model, | ||
messages: messages, | ||
tools: [ | ||
{ | ||
type: 'function', | ||
function: { | ||
name: 'get_flight_times', | ||
description: 'Get the flight times between two cities', | ||
parameters: { | ||
type: 'object', | ||
properties: { | ||
departure: { | ||
type: 'string', | ||
description: 'The departure city (airport code)', | ||
}, | ||
arrival: { | ||
type: 'string', | ||
description: 'The arrival city (airport code)', | ||
}, | ||
}, | ||
required: ['departure', 'arrival'], | ||
}, | ||
}, | ||
}, | ||
], | ||
}) | ||
// Add the model's response to the conversation history | ||
messages.push(response.message); | ||
|
||
// Check if the model decided to use the provided function | ||
if (!response.message.tool_calls || response.message.tool_calls.length === 0) { | ||
console.log("The model didn't use the function. Its response was:"); | ||
console.log(response.message.content); | ||
return; | ||
} | ||
|
||
// Process function calls made by the model | ||
if (response.message.tool_calls) { | ||
const availableFunctions = { | ||
get_flight_times: getFlightTimes, | ||
}; | ||
for (const tool of response.message.tool_calls) { | ||
const functionToCall = availableFunctions[tool.function.name]; | ||
const functionResponse = functionToCall( | ||
tool.function.arguments.departure, | ||
tool.function.arguments.arrival | ||
); | ||
// Add function response to the conversation | ||
messages.push({ | ||
role: 'tool', | ||
content: functionResponse, | ||
}); | ||
} | ||
} | ||
|
||
// Second API call: Get final response from the model | ||
const finalResponse = await ollama.chat({ | ||
model: model, | ||
messages: messages, | ||
}); | ||
console.log(finalResponse.message.content); | ||
} | ||
|
||
run('mistral').catch(error => console.error("An error occurred:", error)); |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters