Unsure is a library for creating operations on uncertain or ambiguous values, utilizing an inference endpoint to determine transformations and comparisons. It's meant to leverage ai while yielding predictable and invariant results.
To install the package, run:
npm install unsure-jsAll that needs to be configured is the inference endpoint.
It supports Groq apis and OpenAi apis for now, so a groqApiKey can be provided like this
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });and for openAi
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ openAiApiKey: 'your key here' });import { Unsure, configGlobalUnsure } from 'unsure-js';
function inferenceEndpoint(q: string): Promise<string> {
// any function returns a string here, you can call openAI, Gemini, Claude, or your own model, just return a string;
}
configGlobalUnsure({ inferenceEndpoint });Once it's configured you can start using the operators just like this
Checks equality. Example:
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
console.log(await Unsure("Lion").is("Mammal")) // truePicks an information from a string. Example:
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
console.log(await Unsure("Contact Number: +1-800-555-5555").pick("phone number")); // "+1-800-555-5555"
console.log(await Unsure("Phone: +1-800-555-5555").pick("phone number")); // "+1-800-555-5555"
console.log(await Unsure("Call us at +1-800-555-5555").pick("phone number")); // "+1-800-555-5555"Categorizes the string into the given categories. Example:
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
console.log(await Unsure("Sky").categorize(["blue", "green"])); // "blue"
console.log(await Unsure("Grass").categorize(["blue", "green"])); // "green"Transforms the string into what's demanded. Example:
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
console.log(await Unsure("Response: {\"key\": \"should get this\"}").flatMapTo("key's value")); //"should get this"
console.log(
await Unsure("HTML Content: <html><body><div class=\"scrapable\">Target Content<div></body></html>")
.f
979B
latMapTo("contain of the div with the class scrapable")
); // "target content"
console.log(await Unsure("Favorite Color: #FF5733").flatMapTo("color in hex")); // "#ff5733"
console.log(await Unsure("Order Total: 12345 USD").flatMapTo("price")); // "12345"Transforms the string into what's demanded but returns an Unsure, so it's chainable. Example:
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
console.log(await Unsure("Amount: 200.23 $").mapTo("number").mapTo("integer").flat()); //"200";Returns either the changed transformation's result or the initial value if no mapTo was used. Example:
import { Unsure, configGlobalUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
console.log(await Unsure("Amount: 200.23 $").mapTo("number").mapTo("integer").flat()); //"200";
console.log(await Unsure("Some value").flat()); //"Some value";inferenceEndpoint: The function that will be called in the operators.
groqApiKey: The Api key that will be used to call groq APIs using llama3-70b-8192 model.
openAiApiKey: The Api key that will be used to call Open Ai APIs using gpt-3.5-turbo.
model: You can specify the model you want to use, for open source models llama3-70b-8192 works best which is the default.
preventLowerCase: Prevents lowercasing the inference response.
Note: If both inferenceEndpoint and groqApiKey are provided inferenceEndpoint will be used.
You might have noticed so far that a global Unsure instance is used. You can also create your own instance with it's own configuration.
import { Unsure, createUnsure } from 'unsure-js';
configGlobalUnsure({ groqApiKey: 'your key here' });
const myUnsure = createUnsure({ openAiApiKey: 'your key here' });
console.log(await Unsure("Amount: 200.23 $").mapTo("number").mapTo("integer").flat()); // Uses Groq;
console.log(await myUnsure("Some value").flat()); // Uses OpenAi Apis;Python - by @meddahabdellah Rust - by @HughBlackledge
This project is under the ISC license. Requests and contributions are most welcomed.