Agent Forecast

Profile a CSV, pick a preset automatically, and submit the forecast.

POST /agent/forecast

Submit Agent Forecast

cURL

curl --request POST \
  --url https://eomer-api.onrender.com/agent/forecast \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: multipart/form-data' \
  --form 'file=<string>' \
  --form prompt= \
  --form horizon=2 \
  --form item_id_column=item_id \
  --form timestamp_column=timestamp \
  --form target_column=target \
  --form external_covariates=

import requests

url = "https://eomer-api.onrender.com/agent/forecast"

payload = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"horizon\"\r\n\r\n2\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001--"
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "multipart/form-data"
}

response = requests.post(url, data=payload, headers=headers)

print(response.text)

const form = new FormData();
form.append('file', '<string>');
form.append('prompt', '');
form.append('horizon', '2');
form.append('item_id_column', 'item_id');
form.append('timestamp_column', 'timestamp');
form.append('target_column', 'target');
form.append('external_covariates', '');

const options = {method: 'POST', headers: {Authorization: 'Bearer <token>'}};

options.body = form;

fetch('https://eomer-api.onrender.com/agent/forecast', options)
  .then(res => res.json())
  .then(res => console.log(res))
  .catch(err => console.error(err));

<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://eomer-api.onrender.com/agent/forecast",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"horizon\"\r\n\r\n2\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001--",
  CURLOPT_HTTPHEADER => [
    "Authorization: Bearer <token>",
    "Content-Type: multipart/form-data"
  ],
]);

$response = curl_exec($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://eomer-api.onrender.com/agent/forecast"

	payload := strings.NewReader("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"horizon\"\r\n\r\n2\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001--")

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

	req.Header.Add("Authorization", "Bearer <token>")

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

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

	fmt.Println(string(body))

}

HttpResponse<String> response = Unirest.post("https://eomer-api.onrender.com/agent/forecast")
  .header("Authorization", "Bearer <token>")
  .body("-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"horizon\"\r\n\r\n2\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001--")
  .asString();

require 'uri'
require 'net/http'

url = URI("https://eomer-api.onrender.com/agent/forecast")

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

request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request.body = "-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"file\"\r\n\r\n<string>\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"prompt\"\r\n\r\n\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"horizon\"\r\n\r\n2\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"item_id_column\"\r\n\r\nitem_id\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"timestamp_column\"\r\n\r\ntimestamp\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"target_column\"\r\n\r\ntarget\r\n-----011000010111000001101001\r\nContent-Disposition: form-data; name=\"external_covariates\"\r\n\r\n\r\n-----011000010111000001101001--"

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

202

{
  "job_id": "<string>",
  "created_at": "2023-11-07T05:31:56Z",
  "completed_at": "2023-11-07T05:31:56Z",
  "elapsed_seconds": 123,
  "num_items": 123,
  "prediction_length": 123,
  "error": "<string>",
  "download_url": "<string>",
  "report_url": "<string>",
  "external_covariate_metadata": {},
  "explainability": {
    "enabled": false,
    "overview_markdown": "",
    "selected_analyses": [
      "<string>"
    ],
    "completed_analyses": [
      "<string>"
    ],
    "skipped_analyses": {},
    "warnings": [
      "<string>"
    ],
    "artifacts": [
      {
        "artifact_id": "<string>",
        "analysis": "<string>",
        "label": "<string>",
        "format": "<string>",
        "output_path": "<string>",
        "download_url": "<string>",
        "embed_url": "<string>",
        "description": "",
        "render_inline": false,
        "preview_markdown": "",
        "highlights": [
          "<string>"
        ],
        "display_order": 0,
        "is_primary_visual": false,
        "is_thumbnail": false
      }
    ],
    "summary_path": "<string>"
  },
  "explainability_url": "<string>",
  "forecast_plot_url": "<string>",
  "explanation": {
    "headline": "",
    "narrative": "",
    "data_findings": [
      "<string>"
    ],
    "forecast_summary": [
      "<string>"
    ],
    "operational_implications": [
      "<string>"
    ],
    "caveats": [
      "<string>"
    ],
    "confidence": 0,
    "generated_by": "rules"
  },
  "request_id": "<string>",
  "config_hash": "<string>",
  "dataset_hash": "<string>",
  "model_version": "<string>",
  "delivery_status": "<string>",
  "delivery_connection_id": "<string>",
  "delivery_uri": "<string>",
  "delivery_error": "<string>"
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}

Authorizations

Authorization · string · header · required

Bearer authentication header of the form Bearer <token>, where <token> is your auth token.

Body

multipart/form-data

file · string | null

prompt · string · default: ""

horizon · integer | null

Required range: x >= 1

item_id_column · string · default: item_id

timestamp_column · string · default: timestamp

target_column · string · default: target

external_covariates · string · default: ""

Response

202

application/json

Successful Response

Response model for job status queries.

job_id · string · required

status · enum<string> · required

Status values for async forecast jobs.

Available options: pending, running, completed, failed

created_at · string<date-time> · required

completed_at · string<date-time> | null

elapsed_seconds · number | null

num_items · integer | null

prediction_length · integer | null

error · string | null

error_code · enum<string> | null

Machine-readable error codes for agent-friendly error handling.

Available options: validation_error, invalid_preset, file_too_large, rate_limited, server_overloaded, job_not_found, job_not_completed, auth_failed, internal_error, timeout, pipeline_failed, storage_error, gpu_offload_unavailable, connection_not_found, connector_error, sandbox_domain_used, sandbox_captcha_failed, sandbox_dataset_too_large, sandbox_corporate_email_required

download_url · string | null

report_url · string | null

external_covariate_metadata · External Covariate Metadata · object | null

explainability · ExplainabilitySummaryResponse · object | null

Explainability execution status for a forecast job.

Show child attributes

explainability_url · string | null

forecast_plot_url · string | null

explanation · ExplanationResponse · object | null

Post-forecast business explanation surfaced on a completed job. Written by the explanation agent (the second LLM in the agentic "sandwich"). Always vendor-neutral — the backend sanitizes every field before persisting, so no underlying model/vendor name appears here.

Show child attributes

request_id · string | null

config_hash · string | null

dataset_hash · string | null

model_version · string | null

delivery_status · string | null

delivery_connection_id · string | null

delivery_uri · string | null

delivery_error · string | null