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The cohere-ai npm package provides access to Cohere's natural language processing (NLP) models, enabling developers to integrate advanced language understanding and generation capabilities into their applications. This includes functionalities such as text generation, text classification, and language detection.
Text Generation
This feature allows you to generate text based on a given prompt. The code sample initializes the cohere-ai package, sets the API key, and generates text using the 'large' model with a prompt 'Once upon a time'.
const cohere = require('cohere-ai');
cohere.init('YOUR_API_KEY');
async function generateText() {
const response = await cohere.generate({
model: 'large',
prompt: 'Once upon a time',
max_tokens: 50
});
console.log(response.body.generations[0].text);
}
generateText();
Text Classification
This feature allows you to classify text into predefined categories. The code sample initializes the cohere-ai package, sets the API key, and classifies the given inputs using the 'large' model.
const cohere = require('cohere-ai');
cohere.init('YOUR_API_KEY');
async function classifyText() {
const response = await cohere.classify({
model: 'large',
inputs: ['I love programming', 'I hate bugs']
});
console.log(response.body.classifications);
}
classifyText();
Language Detection
This feature allows you to detect the language of given texts. The code sample initializes the cohere-ai package, sets the API key, and detects the languages of the provided texts.
const cohere = require('cohere-ai');
cohere.init('YOUR_API_KEY');
async function detectLanguage() {
const response = await cohere.detectLanguage({
texts: ['Hello, how are you?', 'Bonjour, comment ça va?']
});
console.log(response.body.results);
}
detectLanguage();
The openai npm package provides access to OpenAI's GPT-3 models, which offer similar functionalities such as text generation, text classification, and more. OpenAI's models are known for their high quality and versatility, making them a strong alternative to Cohere's offerings.
The huggingface npm package provides access to Hugging Face's Transformers library, which includes a wide range of pre-trained models for tasks like text generation, classification, and language translation. Hugging Face is known for its extensive model repository and active community support.
The wit npm package provides access to Wit.ai's natural language processing capabilities, including intent recognition and entity extraction. Wit.ai is particularly strong in building conversational interfaces and is backed by Facebook.
This package provides functionality developed to simplify interfacing with the cohere.ai natural language API. This SDK provides support for both TypeScript and JavaScript Node.js projects. For a full description of the API please visit the Cohere Docs.
npm install cohere-ai
const cohere = require("cohere-ai");
cohere.init("YOUR_API_KEY");
cohere.init("YOUR_API_KEY", "2021-11-08");
cohere.generate("MODEL_NAME", config);
For a full breakdown of endpoints and their config objects please consult the Cohere Docs.
Cohere Endpoint | Function |
---|---|
/generate | cohere.generate() |
/embed | cohere.embed() |
/classify | cohere.classify() |
/tokenize | cohere.tokenize() |
To view an up to date list of available models please consult the Cohere CLI. To get started try out large
.
All of the endpoint functions will return a response structure. For a detailed breakdown of the response body visit the Cohere Docs.
{
statusCode: STATUS,
body: RESPONSE_OBJ
}
(async () => {
cohere.init(process.env.COHERE_API_KEY);
// Hit the `generate` endpoint on the `large` model
const generateResponse = await cohere.generate({
model: "large",
prompt: "Once upon a time in a magical land called",
max_tokens: 50,
temperature: 1,
});
/*
{
statusCode: 200,
body: {
text: "Eldorado, the anointed monarchs of the ancient world and the ruling family were divided into three kingdoms, each of which was ruled by an individual leader."
}
}
*/
})();
// error response from cohere.generate() where api key was not previously provided.
{
statusCode: 403,
body: {
message: "Whoops! You need to provide an API key before making requests. Try cohere.init(YOUR_KEY)."
}
}
Import the package as a class.
import cohere = require("cohere-ai");
Require the cohere
package as usual, and the ./index.d.ts
file will be imported by typescript automatically.
If you'd like to help contribute to the package library itself or modify it locally, please check the development instructions readme.
FAQs
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We found that cohere-ai demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 5 open source maintainers collaborating on the project.
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