Running a model
LLaVA-1.6-Mistral-7B
Vision-language model for image understanding and captioning
One of Auray's catalogue models: the same key, the same credits, the same job lifecycle as every other address.
Its request shape is published below. Whether it runs right now is GET /v1/catalogue's word, with no key needed: its addresses say connected for an address that runs, and a submit to any other is refused before anything is charged — described answers 501 model_not_connected, paused 503 model_disabled.
Category image-to-text · Scope text:write (or external:write on an older key) · Price Credits per call: 0.2667. Quoted when you submit, at the most the request can cost; the charge settles to what the job cost and never above the quote. The submit's answer carries the quote as credits_quoted, and credits_charged says what has been taken.
#Input
| Field | Type | Required | Default | Description |
|---|---|---|---|---|
prompt | string | no | — | Instructions or questions to guide the image analysis. |
inputs | object | yes | — | |
inputs.image | string | yes | — | Image input (an http(s) URL; upload a local file first and send its read URL). A URL. |
idempotency_key | string | no | — | Your own name for this request. Send the same one twice and the second call is answered with the first request rather than charged again. Idempotency-Key: as a header is accepted as an alias — that is the spelling a retrying proxy replays, and the one to use when running a model on auray.run, where a request that outlives its connection is answered 504 and recovered by replay. Omit it and the platform mints one. 1 to 64 characters. |
#Example
curl -X POST https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b \
-H "Authorization: Bearer $AURAY_API_KEY" \
-H "content-type: application/json" \
-d '{
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}'import { createClient } from "@auray/client";
const auray = createClient(); // reads AURAY_API_KEY
const result = await auray.subscribe("auray-serverless/model/meta-llava-1-6-mistral-7b", {
input: {
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
},
onQueueUpdate: (update) => console.log(update.status),
});
console.dir(result, { depth: null });from auray_client import Client
auray = Client() # reads AURAY_API_KEY
result = auray.subscribe(
"auray-serverless/model/meta-llava-1-6-mistral-7b",
input={
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
},
on_queue_update=lambda update: print(update["status"]),
)
print(result){
"jsonrpc": "2.0",
"id": 1,
"method": "tools/call",
"params": {
"name": "run_model",
"arguments": {
"address": "auray-serverless/model/meta-llava-1-6-mistral-7b",
"input": {
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}
}
}
}const res = await fetch("https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b", {
method: "POST",
headers: {
Authorization: `Bearer ${process.env.AURAY_API_KEY}`,
"content-type": "application/json",
},
body: JSON.stringify({
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}),
});
console.log(await res.json());import os, requests
r = requests.post(
"https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b",
headers={"Authorization": f"Bearer {os.environ['AURAY_API_KEY']}"},
json={
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
},
)
r.raise_for_status()
print(r.json())package main
import (
"bytes"
"fmt"
"io"
"net/http"
"os"
)
func main() {
body := []byte(`{
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}`)
req, err := http.NewRequest("POST", "https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b", bytes.NewReader(body))
if err != nil {
panic(err)
}
req.Header.Set("Authorization", "Bearer "+os.Getenv("AURAY_API_KEY"))
req.Header.Set("Content-Type", "application/json")
res, err := http.DefaultClient.Do(req)
if err != nil {
panic(err)
}
defer res.Body.Close()
out, _ := io.ReadAll(res.Body)
fmt.Println(res.Status, string(out))
}<?php
$ch = curl_init("https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b");
curl_setopt_array($ch, [
CURLOPT_CUSTOMREQUEST => "POST",
CURLOPT_RETURNTRANSFER => true,
CURLOPT_HTTPHEADER => [
"Authorization: Bearer " . getenv("AURAY_API_KEY"),
"Content-Type: application/json",
],
CURLOPT_POSTFIELDS => json_encode([
"inputs" => [
"image" => "https://v3b.auray.media/examples/samples/still-life.jpg",
],
], JSON_UNESCAPED_SLASHES | JSON_UNESCAPED_UNICODE),
]);
$response = curl_exec($ch);
echo curl_getinfo($ch, CURLINFO_HTTP_CODE), " ", $response, PHP_EOL;require "net/http"
require "json"
uri = URI("https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b")
req = Net::HTTP::Post.new(uri)
req["Authorization"] = "Bearer #{ENV.fetch("AURAY_API_KEY")}"
req["Content-Type"] = "application/json"
req.body = {
"inputs" => {
"image" => "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}.to_json
res = Net::HTTP.start(uri.hostname, uri.port, use_ssl: true) { |http| http.request(req) }
puts res.code, res.bodyimport java.net.URI;
import java.net.http.HttpClient;
import java.net.http.HttpRequest;
import java.net.http.HttpResponse;
public class Main {
public static void main(String[] args) throws Exception {
String body = """
{
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}""";
HttpRequest request = HttpRequest.newBuilder()
.uri(URI.create("https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b"))
.header("Authorization", "Bearer " + System.getenv("AURAY_API_KEY"))
.header("Content-Type", "application/json")
.method("POST", HttpRequest.BodyPublishers.ofString(body))
.build();
HttpResponse<String> response = HttpClient.newHttpClient()
.send(request, HttpResponse.BodyHandlers.ofString());
System.out.println(response.statusCode() + " " + response.body());
}
}using System.Net.Http.Headers;
using System.Text;
using var client = new HttpClient();
client.DefaultRequestHeaders.Authorization =
new AuthenticationHeaderValue("Bearer", Environment.GetEnvironmentVariable("AURAY_API_KEY"));
using var request = new HttpRequestMessage(HttpMethod.Post, "https://queue.auray.run/auray-serverless/model/meta-llava-1-6-mistral-7b");
var body = """
{
"inputs": {
"image": "https://v3b.auray.media/examples/samples/still-life.jpg"
}
}
""";
request.Content = new StringContent(body, Encoding.UTF8, "application/json");
using var response = await client.SendAsync(request);
Console.WriteLine($"{(int)response.StatusCode} {await response.Content.ReadAsStringAsync()}");The same body on https://auray.run runs synchronously and answers the result — unless it usually takes longer than a run may hold its connection, which is refused 400 model_not_synchronous before anything is charged. Options — ?webhook=, ?wait=, priority and timeout headers — are on Submit a request.
#Machine contracts
- openapi.json — this page as an OpenAPI 3.1 document, public.
- llms.txt — the same, written for an agent.