from together import Together
import os

client = Together(
    api_key=os.environ.get("TOGETHER_API_KEY"),
)

documents = [
    {
        "title": "Llama",
        "text": "The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era."
    },
    {
        "title": "Panda",
        "text": "The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China."
    },
    {
        "title": "Guanaco",
        "text": "The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations."
    },
    {
        "title": "Wild Bactrian camel",
        "text": "The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia."
    }
]

response = client.rerank.create(
    model="mixedbread-ai/mxbai-rerank-large-v2",
    query="What animals can I find near Peru?",
    documents=documents,
)

for result in response.results:
    print(f"Rank: {result.index + 1}")
    print(f"Title: {documents[result.index]['title']}")
    print(f"Text: {documents[result.index]['text']}")

import Together from "together-ai";

const client = new Together({
  apiKey: process.env.TOGETHER_API_KEY,
});

const documents = [{
  "title": "Llama",
  "text": "The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era."
},
{
  "title": "Panda",
  "text": "The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China."
},
{
  "title": "Guanaco",
  "text": "The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations."
},
{
  "title": "Wild Bactrian camel",
  "text": "The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia."
}];

const response = await client.rerank.create({
  model: "mixedbread-ai/mxbai-rerank-large-v2",
  query: "What animals can I find near Peru?",
  documents,
});

for (const result of response.results) {
  console.log(`Rank: ${result.index + 1}`);
  console.log(`Title: ${documents[result.index].title}`);
  console.log(`Text: ${documents[result.index].text}`);
}

import Together from "together-ai";

const client = new Together({
  apiKey: process.env.TOGETHER_API_KEY,
});

const documents = [{
  "title": "Llama",
  "text": "The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era."
},
{
  "title": "Panda",
  "text": "The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China."
},
{
  "title": "Guanaco",
  "text": "The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations."
},
{
  "title": "Wild Bactrian camel",
  "text": "The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia."
}];

const response = await client.rerank.create({
  model: "mixedbread-ai/mxbai-rerank-large-v2",
  query: "What animals can I find near Peru?",
  documents,
});

for (const result of response.results) {
  console.log(`Rank: ${result.index + 1}`);
  console.log(`Title: ${documents[result.index].title}`);
  console.log(`Text: ${documents[result.index].text}`);
}

curl -X POST "https://api.together.ai/v1/rerank" \
     -H "Authorization: Bearer $TOGETHER_API_KEY" \
     -H "Content-Type: application/json" \
     -d '{
       "model": "mixedbread-ai/mxbai-rerank-large-v2",
       "query": "What animals can I find near Peru?",
       "documents": [{
          "title": "Llama",
          "text": "The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era."
        },
        {
          "title": "Panda",
          "text": "The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China."
        },
        {
          "title": "Guanaco",
          "text": "The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations."
        },
        {
          "title": "Wild Bactrian camel",
          "text": "The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia."
        }]
     }'

<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://api.together.ai/v1/rerank",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => json_encode([
    'model' => 'Salesforce/Llama-Rank-V1',
    'query' => 'What animals can I find near Peru?',
    'documents' => [
        [
                'title' => 'Llama',
                'text' => 'The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era.'
        ],
        [
                'title' => 'Panda',
                'text' => 'The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China.'
        ],
        [
                'title' => 'Guanaco',
                'text' => 'The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations.'
        ],
        [
                'title' => 'Wild Bactrian camel',
                'text' => 'The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia.'
        ]
    ],
    'top_n' => 2,
    'return_documents' => true,
    'rank_fields' => [
        'title',
        'text'
    ]
  ]),
  CURLOPT_HTTPHEADER => [
    "Authorization: Bearer <token>",
    "Content-Type: application/json"
  ],
]);

$response = curl_exec($curl);
$err = curl_error($curl);

curl_close($curl);

if ($err) {
  echo "cURL Error #:" . $err;
} else {
  echo $response;
}

package main

import (
	"fmt"
	"strings"
	"net/http"
	"io"
)

func main() {

	url := "https://api.together.ai/v1/rerank"

	payload := strings.NewReader("{\n  \"model\": \"Salesforce/Llama-Rank-V1\",\n  \"query\": \"What animals can I find near Peru?\",\n  \"documents\": [\n    {\n      \"title\": \"Llama\",\n      \"text\": \"The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era.\"\n    },\n    {\n      \"title\": \"Panda\",\n      \"text\": \"The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China.\"\n    },\n    {\n      \"title\": \"Guanaco\",\n      \"text\": \"The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations.\"\n    },\n    {\n      \"title\": \"Wild Bactrian camel\",\n      \"text\": \"The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia.\"\n    }\n  ],\n  \"top_n\": 2,\n  \"return_documents\": true,\n  \"rank_fields\": [\n    \"title\",\n    \"text\"\n  ]\n}")

	req, _ := http.NewRequest("POST", url, payload)

	req.Header.Add("Authorization", "Bearer <token>")
	req.Header.Add("Content-Type", "application/json")

	res, _ := http.DefaultClient.Do(req)

	defer res.Body.Close()
	body, _ := io.ReadAll(res.Body)

	fmt.Println(string(body))

}

HttpResponse<String> response = Unirest.post("https://api.together.ai/v1/rerank")
  .header("Authorization", "Bearer <token>")
  .header("Content-Type", "application/json")
  .body("{\n  \"model\": \"Salesforce/Llama-Rank-V1\",\n  \"query\": \"What animals can I find near Peru?\",\n  \"documents\": [\n    {\n      \"title\": \"Llama\",\n      \"text\": \"The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era.\"\n    },\n    {\n      \"title\": \"Panda\",\n      \"text\": \"The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China.\"\n    },\n    {\n      \"title\": \"Guanaco\",\n      \"text\": \"The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations.\"\n    },\n    {\n      \"title\": \"Wild Bactrian camel\",\n      \"text\": \"The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia.\"\n    }\n  ],\n  \"top_n\": 2,\n  \"return_documents\": true,\n  \"rank_fields\": [\n    \"title\",\n    \"text\"\n  ]\n}")
  .asString();

require 'uri'
require 'net/http'

url = URI("https://api.together.ai/v1/rerank")

http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true

request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n  \"model\": \"Salesforce/Llama-Rank-V1\",\n  \"query\": \"What animals can I find near Peru?\",\n  \"documents\": [\n    {\n      \"title\": \"Llama\",\n      \"text\": \"The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era.\"\n    },\n    {\n      \"title\": \"Panda\",\n      \"text\": \"The giant panda (Ailuropoda melanoleuca), also known as the panda bear or simply panda, is a bear species endemic to China.\"\n    },\n    {\n      \"title\": \"Guanaco\",\n      \"text\": \"The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations.\"\n    },\n    {\n      \"title\": \"Wild Bactrian camel\",\n      \"text\": \"The wild Bactrian camel (Camelus ferus) is an endangered species of camel endemic to Northwest China and southwestern Mongolia.\"\n    }\n  ],\n  \"top_n\": 2,\n  \"return_documents\": true,\n  \"rank_fields\": [\n    \"title\",\n    \"text\"\n  ]\n}"

response = http.request(request)
puts response.read_body

{
  "object": "rerank",
  "model": "salesforce/turboranker-0.8-3778-6328",
  "results": [
    {
      "index": 0,
      "relevance_score": 0.29980177813003117,
      "document": {
        "text": "{\"title\":\"Llama\",\"text\":\"The llama is a domesticated South American camelid, widely used as a meat and pack animal by Andean cultures since the pre-Columbian era.\"}"
      }
    },
    {
      "index": 2,
      "relevance_score": 0.2752447527354349,
      "document": {
        "text": "{\"title\":\"Guanaco\",\"text\":\"The guanaco is a camelid native to South America, closely related to the llama. Guanacos are one of two wild South American camelids; the other species is the vicuña, which lives at higher elevations.\"}"
      }
    }
  ],
  "id": "9dfa1a09-5ebc-4a40-970f-586cb8f4ae47",
  "usage": {
    "prompt_tokens": 1837,
    "completion_tokens": 0,
    "total_tokens": 1837
  }
}

{
  "error": {
    "message": "<string>",
    "type": "<string>",
    "param": null,
    "code": null
  }
}

{
  "error": {
    "message": "<string>",
    "type": "<string>",
    "param": null,
    "code": null
  }
}

{
  "error": {
    "message": "<string>",
    "type": "<string>",
    "param": null,
    "code": null
  }
}

{
  "error": {
    "message": "<string>",
    "type": "<string>",
    "param": null,
    "code": null
  }
}

{
  "error": {
    "message": "<string>",
    "type": "<string>",
    "param": null,
    "code": null
  }
}

{
  "error": {
    "message": "<string>",
    "type": "<string>",
    "param": null,
    "code": null
  }
}